MLToolkit Example

Create Date: July 1, 2018; Last Update: July 01, 2019. Apache License, Version 2.0 (http://www.apache.org/licenses/LICENSE-2.0)


Adult Census Income

Predict whether income exceeds $50K/yr based on census data.

Source: https://www.kaggle.com/uciml/adult-census-income/home

About this file Attributes:

  • [age]: continuous
  • [workclass]: Private, Self-emp-not-inc, Self-emp-inc, Federal-gov, Local-gov, State-gov, Without-pay, Never-worked
  • [fnlwgt]: continuous. final weight. In other words, this is the number of people the census believes the entry represents.
  • [education]: Bachelors, Some-college, 11th, HS-grad, Prof-school, Assoc-acdm, Assoc-voc, 9th, 7th-8th, 12th, Masters, 1st-4th, 10th, Doctorate, 5th-6th, Preschool
  • [education-num]: The highest level of education achieved in numerical form. continuous
  • [marital-status]: Married-civ-spouse, Divorced, Never-married, Separated, Widowed, Married-spouse-absent, Married-AF-spouse
  • [occupation]: Tech-support, Craft-repair, Other-service, Sales, Exec-managerial, Prof-specialty, Handlers-cleaners, Machine-op-inspct, Adm-clerical, Farming-fishing, Transport-moving, Priv-house-serv, Protective-serv, Armed-Forces
  • [relationship]: Wife, Own-child, Husband, Not-in-family, Other-relative, Unmarried
  • [race]: White, Asian-Pac-Islander, Amer-Indian-Eskimo, Other, Black
  • [sex]: Female, Male
  • [capital-gain]: continuous
  • [capital-loss]: continuous
  • [hours-per-week]: continuous
  • [native-country]: United-States, Cambodia, England, Puerto-Rico, Canada, Germany, Outlying-US(Guam-USVI-etc), India, Japan, Greece, South, China, Cuba, Iran, Honduras, Philippines, Italy, Poland, Jamaica, Vietnam, Mexico, Portugal, Ireland, France, Dominican-Republic, Laos, Ecuador, Taiwan, Haiti, Columbia, Hungary, Guatemala, Nicaragua, Scotland, Thailand, Yugoslavia, El-Salvador, Trinadad&Tobago, Peru, Hong, Holand-Netherlands
  • [income]: RESPONSE (">50K", "<=50K")

1. Load Python libraries

In [1]:
from sklearn.linear_model import LogisticRegression
from sklearn.ensemble import RandomForestClassifier
from sklearn.calibration import calibration_curve
from sklearn.metrics import roc_curve, confusion_matrix
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
import MLToolkit as mltk
%matplotlib inline
MLToolkit==0.1.2

2. Load Dataset

In [2]:
FileName = 'incomedata.csv'
Data = pd.read_csv(FileName)

Add ID column

In [3]:
Data = mltk.add_identity_column(Data, id_label='ID', start=1, increment=1)
Data.head()
Out[3]:
ID age workclass fnlwgt education education-num marital-status occupation relationship race sex capital-gain capital-loss hours-per-week native-country income
0 1 90 ? 77053 HS-grad 9 Widowed ? Not-in-family White Female 0 4356 40 United-States <=50K
1 2 82 Private 132870 HS-grad 9 Widowed Exec-managerial Not-in-family White Female 0 4356 18 United-States <=50K
2 3 66 ? 186061 Some-college 10 Widowed ? Unmarried Black Female 0 4356 40 United-States <=50K
3 4 54 Private 140359 7th-8th 4 Divorced Machine-op-inspct Unmarried White Female 0 3900 40 United-States <=50K
4 5 41 Private 264663 Some-college 10 Separated Prof-specialty Own-child White Female 0 3900 40 United-States <=50K

3. Explore Dataset

Fields, Data Types, Bastic Statistics

In [4]:
DataStats = mltk.data_description(Data)
DataStats
Out[4]:
count unique top freq mean std min 10% 25% 50% 75% 90% max dtypes
ID 32561 None None None 16281 9399.7 1 3257 8141 16281 24421 29305 32561 int64
age 32561 None None None 38.582 13.64 17 22 28 37 48 58 90 int64
workclass 32561 9 Private 22696 None None None None None None None None None object
fnlwgt 32561 None None None 1.8978e+05 1.0555e+05 12285 65716 1.1783e+05 1.7836e+05 2.3705e+05 3.2905e+05 1.4847e+06 int64
education 32561 16 HS-grad 10501 None None None None None None None None None object
education-num 32561 None None None 10.081 2.5727 1 7 9 10 12 13 16 int64
marital-status 32561 7 Married-civ-spouse 14976 None None None None None None None None None object
occupation 32561 15 Prof-specialty 4140 None None None None None None None None None object
relationship 32561 6 Husband 13193 None None None None None None None None None object
race 32561 5 White 27816 None None None None None None None None None object
sex 32561 2 Male 21790 None None None None None None None None None object
capital-gain 32561 None None None 1077.6 7385.3 0 0 0 0 0 0 99999 int64
capital-loss 32561 None None None 87.304 402.96 0 0 0 0 0 0 4356 int64
hours-per-week 32561 None None None 40.437 12.347 1 24 40 40 45 55 99 int64
native-country 32561 42 United-States 29170 None None None None None None None None None object
income 32561 2 <=50K 24720 None None None None None None None None None object

4. Creating Feature Variables

Identify Response variable/Class Variable (y)

In [5]:
class_variable = 'HighIncome'
response_raw = 'income'
Data[class_variable]=np.where(Data[response_raw]=='>50K',1,0)

Inspect Continious/Numerical Variables

In [6]:
table = mltk.histogram(Data, 'age', n_bins=10, orientation='vertical')
print(table)
               counts
age                  
1_[17,24.3]      5570
2_[24.3,31.6]    5890
3_[31.6,38.9]    6048
4_[38.9,46.2]    6163
5_[46.2,53.5]    3967
6_[53.5,60.8]    2591
7_[60.8,68.1]    1595
8_[68.1,75.4]     496
9_[75.4,82.7]     174
10_[82.7,90]       67
TOTAL           32561
In [7]:
import matplotlib.pyplot as plt

table = mltk.histogram(Data, 'hours-per-week', n_bins=10, orientation='vertical')
print(table)
                counts
hours-per-week        
1_[1,10.8]         736
2_[10.8,20.6]     2192
3_[20.6,30.4]     2317
4_[30.4,40.2]    17735
5_[40.2,50]       3119
6_[50,59.8]       3877
7_[59.8,69.6]     1796
8_[69.6,79.4]      448
9_[79.4,89.2]      202
10_[89.2,99]       139
TOTAL            32561
In [8]:
Data[['capital-gain','capital-loss']].hist()
Out[8]:
array([[<matplotlib.axes._subplots.AxesSubplot object at 0x000002225FFA7630>,
        <matplotlib.axes._subplots.AxesSubplot object at 0x000002225FFDA7B8>]],
      dtype=object)

Inspect Categorical Variables

In [9]:
Data.groupby(by=['education', 'education-num'])['ID'].count()
Out[9]:
education     education-num
10th          6                  933
11th          7                 1175
12th          8                  433
1st-4th       2                  168
5th-6th       3                  333
7th-8th       4                  646
9th           5                  514
Assoc-acdm    12                1067
Assoc-voc     11                1382
Bachelors     13                5355
Doctorate     16                 413
HS-grad       9                10501
Masters       14                1723
Preschool     1                   51
Prof-school   15                 576
Some-college  10                7291
Name: ID, dtype: int64
In [10]:
categorical_variables = ['workclass', 'education', 'education-num',
       'marital-status', 'occupation', 'relationship', 'race', 'sex',
       'native-country', 'income']
In [11]:
print(mltk.category_lists(Data, categorical_variables))
workclass:('?', 'Private', 'State-gov', 'Federal-gov', 'Self-emp-not-inc', 'Self-emp-inc', 'Local-gov', 'Without-pay', 'Never-worked')

education:('HS-grad', 'Some-college', '7th-8th', '10th', 'Doctorate', 'Prof-school', 'Bachelors', 'Masters', '11th', 'Assoc-acdm', 'Assoc-voc', '1st-4th', '5th-6th', '12th', '9th', 'Preschool')

education-num:(9, 10, 4, 6, 16, 15, 13, 14, 7, 12, 11, 2, 3, 8, 5, 1)

marital-status:('Widowed', 'Divorced', 'Separated', 'Never-married', 'Married-civ-spouse', 'Married-spouse-absent', 'Married-AF-spouse')

occupation:('?', 'Exec-managerial', 'Machine-op-inspct', 'Prof-specialty', 'Other-service', 'Adm-clerical', 'Craft-repair', 'Transport-moving', 'Handlers-cleaners', 'Sales', 'Farming-fishing', 'Tech-support', 'Protective-serv', 'Armed-Forces', 'Priv-house-serv')

relationship:('Not-in-family', 'Unmarried', 'Own-child', 'Other-relative', 'Husband', 'Wife')

race:('White', 'Black', 'Asian-Pac-Islander', 'Other', 'Amer-Indian-Eskimo')

sex:('Female', 'Male')

native-country:('United-States', '?', 'Mexico', 'Greece', 'Vietnam', 'China', 'Taiwan', 'India', 'Philippines', 'Trinadad&Tobago', 'Canada', 'South', 'Holand-Netherlands', 'Puerto-Rico', 'Poland', 'Iran', 'England', 'Germany', 'Italy', 'Japan', 'Hong', 'Honduras', 'Cuba', 'Ireland', 'Cambodia', 'Peru', 'Nicaragua', 'Dominican-Republic', 'Haiti', 'El-Salvador', 'Hungary', 'Columbia', 'Guatemala', 'Jamaica', 'Ecuador', 'France', 'Yugoslavia', 'Scotland', 'Portugal', 'Laos', 'Thailand', 'Outlying-US(Guam-USVI-etc)')

income:('<=50K', '>50K')


In [12]:
mltk.plot_variable_responses(Data, variables=categorical_variables, class_variable='HighIncome')
                  Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
workclass                                                                              
?                   1836         191          5.63865            2.43591       10.40305
Federal-gov          960         371          2.94831            4.73154       38.64583
Local-gov           2093         617          6.42794            7.86889       29.47922
Never-worked           7           0          0.02150            0.00000        0.00000
Private            22696        4963         69.70302           63.29550       21.86729
Self-emp-inc        1116         622          3.42741            7.93266       55.73477
Self-emp-not-inc    2541         724          7.80381            9.23352       28.49272
State-gov           1298         353          3.98636            4.50198       27.19569
Without-pay           14           0          0.04300            0.00000        0.00000
TOTAL              32561        7841        100.00000          100.00000            NaN
              Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
education                                                                          
10th             933          62          2.86539            0.79072        6.64523
11th            1175          60          3.60861            0.76521        5.10638
12th             433          33          1.32981            0.42086        7.62125
1st-4th          168           6          0.51595            0.07652        3.57143
5th-6th          333          16          1.02270            0.20406        4.80480
7th-8th          646          40          1.98397            0.51014        6.19195
9th              514          27          1.57858            0.34434        5.25292
Assoc-acdm      1067         265          3.27693            3.37967       24.83599
Assoc-voc       1382         361          4.24434            4.60400       26.12156
Bachelors       5355        2221         16.44606           28.32547       41.47526
Doctorate        413         306          1.26839            3.90256       74.09201
HS-grad        10501        1675         32.25024           21.36207       15.95086
Masters         1723         959          5.29161           12.23058       55.65873
Preschool         51           0          0.15663            0.00000        0.00000
Prof-school      576         423          1.76899            5.39472       73.43750
Some-college    7291        1387         22.39182           17.68907       19.02345
TOTAL          32561        7841        100.00000          100.00000            NaN
               Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
education-num                                                                       
1                  51           0          0.15663            0.00000        0.00000
2                 168           6          0.51595            0.07652        3.57143
3                 333          16          1.02270            0.20406        4.80480
4                 646          40          1.98397            0.51014        6.19195
5                 514          27          1.57858            0.34434        5.25292
6                 933          62          2.86539            0.79072        6.64523
7                1175          60          3.60861            0.76521        5.10638
8                 433          33          1.32981            0.42086        7.62125
9               10501        1675         32.25024           21.36207       15.95086
10               7291        1387         22.39182           17.68907       19.02345
11               1382         361          4.24434            4.60400       26.12156
12               1067         265          3.27693            3.37967       24.83599
13               5355        2221         16.44606           28.32547       41.47526
14               1723         959          5.29161           12.23058       55.65873
15                576         423          1.76899            5.39472       73.43750
16                413         306          1.26839            3.90256       74.09201
TOTAL           32561        7841        100.00000          100.00000            NaN
                       Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
marital-status                                                                              
Divorced                 4443         463         13.64516            5.90486       10.42089
Married-AF-spouse          23          10          0.07064            0.12753       43.47826
Married-civ-spouse      14976        6692         45.99367           85.34626       44.68483
Married-spouse-absent     418          34          1.28374            0.43362        8.13397
Never-married           10683         491         32.80919            6.26196        4.59609
Separated                1025          66          3.14794            0.84173        6.43902
Widowed                   993          85          3.04966            1.08405        8.55992
TOTAL                   32561        7841        100.00000          100.00000            NaN
                   Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
occupation                                                                              
?                    1843         191          5.66015            2.43591       10.36354
Adm-clerical         3770         507         11.57827            6.46601       13.44828
Armed-Forces            9           1          0.02764            0.01275       11.11111
Craft-repair         4099         929         12.58868           11.84798       22.66406
Exec-managerial      4066        1968         12.48733           25.09884       48.40138
Farming-fishing       994         115          3.05273            1.46665       11.56942
Handlers-cleaners    1370          86          4.20749            1.09680        6.27737
Machine-op-inspct    2002         250          6.14846            3.18837       12.48751
Other-service        3295         137         10.11947            1.74723        4.15781
Priv-house-serv       149           1          0.45760            0.01275        0.67114
Prof-specialty       4140        1859         12.71460           23.70871       44.90338
Protective-serv       649         211          1.99318            2.69098       32.51156
Sales                3650         983         11.20973           12.53667       26.93151
Tech-support          928         283          2.85004            3.60923       30.49569
Transport-moving     1597         320          4.90464            4.08111       20.03757
TOTAL               32561        7841        100.00000          100.00000            NaN
                Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
relationship                                                                         
Husband          13193        5918         40.51780           75.47507       44.85712
Not-in-family     8305         856         25.50597           10.91697       10.30704
Other-relative     981          37          3.01281            0.47188        3.77166
Own-child         5068          67         15.56463            0.85448        1.32202
Unmarried         3446         218         10.58321            2.78026        6.32618
Wife              1568         745          4.81558            9.50134       47.51276
TOTAL            32561        7841        100.00000          100.00000            NaN
                    Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
race                                                                                     
Amer-Indian-Eskimo     311          36          0.95513            0.45913       11.57556
Asian-Pac-Islander    1039         276          3.19093            3.51996       26.56400
Black                 3124         387          9.59430            4.93559       12.38796
Other                  271          25          0.83228            0.31884        9.22509
White                27816        7117         85.42735           90.76648       25.58599
TOTAL                32561        7841        100.00000          100.00000            NaN
        Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
sex                                                                          
Female   10771        1179         33.07945           15.03635       10.94606
Male     21790        6662         66.92055           84.96365       30.57366
TOTAL    32561        7841        100.00000          100.00000            NaN
                            Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
native-country                                                                                   
?                              583         146          1.79049            1.86201       25.04288
Cambodia                        19           7          0.05835            0.08927       36.84211
Canada                         121          39          0.37161            0.49739       32.23140
China                           75          20          0.23034            0.25507       26.66667
Columbia                        59           2          0.18120            0.02551        3.38983
Cuba                            95          25          0.29176            0.31884       26.31579
Dominican-Republic              70           2          0.21498            0.02551        2.85714
Ecuador                         28           4          0.08599            0.05101       14.28571
El-Salvador                    106           9          0.32554            0.11478        8.49057
England                         90          30          0.27640            0.38260       33.33333
France                          29          12          0.08906            0.15304       41.37931
Germany                        137          44          0.42075            0.56115       32.11679
Greece                          29           8          0.08906            0.10203       27.58621
Guatemala                       64           3          0.19655            0.03826        4.68750
Haiti                           44           4          0.13513            0.05101        9.09091
Holand-Netherlands               1           0          0.00307            0.00000        0.00000
Honduras                        13           1          0.03993            0.01275        7.69231
Hong                            20           6          0.06142            0.07652       30.00000
Hungary                         13           3          0.03993            0.03826       23.07692
India                          100          40          0.30712            0.51014       40.00000
Iran                            43          18          0.13206            0.22956       41.86047
Ireland                         24           5          0.07371            0.06377       20.83333
Italy                           73          25          0.22419            0.31884       34.24658
Jamaica                         81          10          0.24876            0.12753       12.34568
Japan                           62          24          0.19041            0.30608       38.70968
Laos                            18           2          0.05528            0.02551       11.11111
Mexico                         643          33          1.97476            0.42086        5.13219
Nicaragua                       34           2          0.10442            0.02551        5.88235
Outlying-US(Guam-USVI-etc)      14           0          0.04300            0.00000        0.00000
Peru                            31           2          0.09521            0.02551        6.45161
Philippines                    198          61          0.60809            0.77796       30.80808
Poland                          60          12          0.18427            0.15304       20.00000
Portugal                        37           4          0.11363            0.05101       10.81081
Puerto-Rico                    114          12          0.35011            0.15304       10.52632
Scotland                        12           3          0.03685            0.03826       25.00000
South                           80          16          0.24569            0.20406       20.00000
Taiwan                          51          20          0.15663            0.25507       39.21569
Thailand                        18           3          0.05528            0.03826       16.66667
Trinadad&Tobago                 19           2          0.05835            0.02551       10.52632
United-States                29170        7171         89.58570           91.45517       24.58348
Vietnam                         67           5          0.20577            0.06377        7.46269
Yugoslavia                      16           6          0.04914            0.07652       37.50000
TOTAL                        32561        7841        100.00000          100.00000            NaN
        Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
income                                                                       
<=50K    24720           0         75.91904                0.0            0.0
>50K      7841        7841         24.08096              100.0          100.0
TOTAL    32561        7841        100.00000              100.0            NaN

Create Categorical Variables from continious variables

In [13]:
Data['CapitalGainPositive'] = np.where(Data['capital-gain']>0,1,0) 
Data['CapitalLossPositive'] = np.where(Data['capital-loss']>0,1,0) 
In [14]:
variable='age'
AgeEdgeLabels = ['0', '20', '30', '40', '50', '60', 'INF']
mltk.numeric_to_category(DataFrame=Data, variable=variable, str_labels=AgeEdgeLabels, left_inclusive=True, print_output=False)
variable='ageGRP'
mltk.plot_variable_response(DataFrame=Data, variable=variable, class_variable=class_variable)
            Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
ageGRP                                                                           
1_[0,20]      2410           2          7.40149            0.02551        0.08299
2_[20,30]     8162         680         25.06680            8.67236        8.33129
3_[30,40]     8546        2406         26.24612           30.68486       28.15352
4_[40,50]     6983        2655         21.44590           33.86048       38.02091
5_[50,60]     4128        1547         12.67774           19.72963       37.47578
6_[60,INF)    2332         551          7.16194            7.02716       23.62779
TOTAL        32561        7841        100.00000          100.00000            NaN
In [15]:
variable='education-num'
EduNumEdgeLabels=['1', '4', '6', '8', '10', '13', '16']
mltk.numeric_to_category(DataFrame=Data, variable=variable, str_labels=EduNumEdgeLabels, left_inclusive=True, print_output=False)
variable='education-numGRP'
mltk.plot_variable_response(DataFrame=Data, variable=variable, class_variable=class_variable)
                  Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
education-numGRP                                                                       
1_[1,4]             1147          62          3.52815            0.79072        5.40541
2_[4,6]             1447          89          4.45094            1.13506        6.15066
3_[6,8]             1608          93          4.94617            1.18607        5.78358
4_[8,10]           17792        3062         54.72778           39.05114       17.20998
5_[10,13]           7804        2847         24.00492           36.30914       36.48129
6_[13,16)           2712        1688          8.34205           21.52787       62.24189
TOTAL              32510        7841        100.00000          100.00000            NaN
In [16]:
variable='hours-per-week'
HoursPerWeekEdgeLabels = ['0', '20', '40', '50', '60', 'INF']
mltk.numeric_to_category(DataFrame=Data, variable=variable, str_labels=HoursPerWeekEdgeLabels, left_inclusive=True, print_output=False)
variable='hours-per-weekGRP'
mltk.plot_variable_response(DataFrame=Data, variable=variable, class_variable=class_variable)
                   Counts  HighIncome  CountsFraction%  ResponseFraction%  ResponseRate%
hours-per-weekGRP                                                                       
1_[0,20]             2928         195          8.99235            2.48693        6.65984
2_[20,40]           20052        3790         61.58288           48.33567       18.90086
3_[40,50]            5938        2352         18.23654           29.99617       39.60930
4_[50,60]            2533        1100          7.77925           14.02882       43.42677
5_[60,INF)           1110         404          3.40899            5.15240       36.39640
TOTAL               32561        7841        100.00000          100.00000            NaN
In [17]:
Data.head()
Out[17]:
ID age workclass fnlwgt education education-num marital-status occupation relationship race sex capital-gain capital-loss hours-per-week native-country income HighIncome CapitalGainPositive CapitalLossPositive ageGRP education-numGRP hours-per-weekGRP
0 1 90 ? 77053 HS-grad 9 Widowed ? Not-in-family White Female 0 4356 40 United-States <=50K 0 0 1 6_[60,INF) 4_[8,10] 2_[20,40]
1 2 82 Private 132870 HS-grad 9 Widowed Exec-managerial Not-in-family White Female 0 4356 18 United-States <=50K 0 0 1 6_[60,INF) 4_[8,10] 1_[0,20]
2 3 66 ? 186061 Some-college 10 Widowed ? Unmarried Black Female 0 4356 40 United-States <=50K 0 0 1 6_[60,INF) 4_[8,10] 2_[20,40]
3 4 54 Private 140359 7th-8th 4 Divorced Machine-op-inspct Unmarried White Female 0 3900 40 United-States <=50K 0 0 1 5_[50,60] 1_[1,4] 2_[20,40]
4 5 41 Private 264663 Some-college 10 Separated Prof-specialty Own-child White Female 0 3900 40 United-States <=50K 0 0 1 4_[40,50] 4_[8,10] 2_[20,40]

5. Create Modeling dataset

Feature/Predictor variables (X) and Response variable (y)

In [18]:
Data.columns.values
Out[18]:
array(['ID', 'age', 'workclass', 'fnlwgt', 'education', 'education-num',
       'marital-status', 'occupation', 'relationship', 'race', 'sex',
       'capital-gain', 'capital-loss', 'hours-per-week', 'native-country',
       'income', 'HighIncome', 'CapitalGainPositive',
       'CapitalLossPositive', 'ageGRP', 'education-numGRP',
       'hours-per-weekGRP'], dtype=object)
In [19]:
CategoryVariables = ['workclass', 'marital-status', 'occupation', 'relationship', 'race', 'sex',
       'native-country', 'ageGRP', 'education-numGRP', 'hours-per-weekGRP'] 
#'ID', 'age', 'fnlwgt', 'income', 'HighIncome', 'education', 'education-num', 'hours-per-week', 'capital-gain', 'capital-loss', 
BinaryVariables = ['CapitalGainPositive', 'CapitalLossPositive']
Target = 'HighIncome'
IdentifierColumns = ['ID']
Data[BinaryVariables+CategoryVariables+[Target]].head()
Out[19]:
CapitalGainPositive CapitalLossPositive workclass marital-status occupation relationship race sex native-country ageGRP education-numGRP hours-per-weekGRP HighIncome
0 0 1 ? Widowed ? Not-in-family White Female United-States 6_[60,INF) 4_[8,10] 2_[20,40] 0
1 0 1 Private Widowed Exec-managerial Not-in-family White Female United-States 6_[60,INF) 4_[8,10] 1_[0,20] 0
2 0 1 ? Widowed ? Unmarried Black Female United-States 6_[60,INF) 4_[8,10] 2_[20,40] 0
3 0 1 Private Divorced Machine-op-inspct Unmarried White Female United-States 5_[50,60] 1_[1,4] 2_[20,40] 0
4 0 1 Private Separated Prof-specialty Own-child White Female United-States 4_[40,50] 4_[8,10] 2_[20,40] 0

Create One Hot Encoded Variables

In [20]:
Data, FeatureVariables, Target = mltk.to_one_hot_encode(Data, category_variables=CategoryVariables, binary_variables=BinaryVariables, target_variable=Target)
Data[IdentifierColumns+FeatureVariables+[Target]].sample(5)
Out[20]:
ID CapitalGainPositive CapitalLossPositive workclass_? workclass_Federal-gov workclass_Local-gov workclass_Never-worked workclass_Private workclass_Self-emp-inc workclass_Self-emp-not-inc workclass_State-gov workclass_Without-pay marital-status_Divorced marital-status_Married-AF-spouse marital-status_Married-civ-spouse marital-status_Married-spouse-absent marital-status_Never-married marital-status_Separated marital-status_Widowed occupation_? occupation_Adm-clerical occupation_Armed-Forces occupation_Craft-repair occupation_Exec-managerial occupation_Farming-fishing occupation_Handlers-cleaners occupation_Machine-op-inspct occupation_Other-service occupation_Priv-house-serv occupation_Prof-specialty occupation_Protective-serv occupation_Sales occupation_Tech-support occupation_Transport-moving relationship_Husband relationship_Not-in-family relationship_Other-relative relationship_Own-child relationship_Unmarried relationship_Wife race_Amer-Indian-Eskimo race_Asian-Pac-Islander race_Black race_Other race_White sex_Female sex_Male native-country_? native-country_Cambodia native-country_Canada native-country_China native-country_Columbia native-country_Cuba native-country_Dominican-Republic native-country_Ecuador native-country_El-Salvador native-country_England native-country_France native-country_Germany native-country_Greece native-country_Guatemala native-country_Haiti native-country_Holand-Netherlands native-country_Honduras native-country_Hong native-country_Hungary native-country_India native-country_Iran native-country_Ireland native-country_Italy native-country_Jamaica native-country_Japan native-country_Laos native-country_Mexico native-country_Nicaragua native-country_Outlying-US(Guam-USVI-etc) native-country_Peru native-country_Philippines native-country_Poland native-country_Portugal native-country_Puerto-Rico native-country_Scotland native-country_South native-country_Taiwan native-country_Thailand native-country_Trinadad&Tobago native-country_United-States native-country_Vietnam native-country_Yugoslavia ageGRP_1_[0,20] ageGRP_2_[20,30] ageGRP_3_[30,40] ageGRP_4_[40,50] ageGRP_5_[50,60] ageGRP_6_[60,INF) education-numGRP_1_[1,4] education-numGRP_2_[4,6] education-numGRP_3_[6,8] education-numGRP_4_[8,10] education-numGRP_5_[10,13] education-numGRP_6_[13,16) hours-per-weekGRP_1_[0,20] hours-per-weekGRP_2_[20,40] hours-per-weekGRP_3_[40,50] hours-per-weekGRP_4_[50,60] hours-per-weekGRP_5_[60,INF) HighIncome
8609 8610 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0
31535 31536 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0
16161 16162 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0
30364 30365 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 1 0 0 0 1
17595 17596 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 1 0 0 0 1

Analyze Correlation

In [21]:
correlation=mltk.correlation_matrix(Data, FeatureVariables+[Target], target_variable=class_variable, method='pearson', return_type='list', show_plot=False)
correlation.style.background_gradient(cmap='coolwarm').set_precision(3)
Out[21]:
Variable1 Variable2 Correlation |Correlation| corrTargetVariable1 corrTargetVariable2
3630 sex_Female sex_Male -1 1 -0.216 0.216
222 workclass_? occupation_? 0.998 0.998 -0.0782 -0.0786
1293 marital-status_Married-civ-spouse relationship_Husband 0.893 0.893 0.445 0.401
3445 race_Black race_White -0.789 0.789 -0.0891 0.0852
1275 marital-status_Married-civ-spouse marital-status_Never-married -0.645 0.645 0.445 -0.318
5432 education-numGRP_4_[8,10] education-numGRP_5_[10,13] -0.616 0.616 -0.176 0.163
5454 hours-per-weekGRP_2_[20,40] hours-per-weekGRP_3_[40,50] -0.598 0.598 -0.153 0.172
2915 relationship_Husband sex_Male 0.58 0.58 0.401 0.216
2914 relationship_Husband sex_Female -0.58 0.58 0.401 -0.216
1472 marital-status_Never-married relationship_Husband -0.577 0.577 -0.318 0.401
1294 marital-status_Married-civ-spouse relationship_Not-in-family -0.538 0.538 0.445 -0.189
1475 marital-status_Never-married relationship_Own-child 0.509 0.509 -0.318 -0.229
2904 relationship_Husband relationship_Not-in-family -0.483 0.483 0.401 -0.189
3165 relationship_Own-child ageGRP_1_[0,20] 0.465 0.465 -0.229 -0.159
610 workclass_Private workclass_Self-emp-not-inc -0.441 0.441 -0.0785 0.03
3382 race_Asian-Pac-Islander race_White -0.44 0.44 0.0105 0.0852
1304 marital-status_Married-civ-spouse sex_Female -0.432 0.432 0.445 -0.216
1305 marital-status_Married-civ-spouse sex_Male 0.432 0.432 0.445 0.216
2604 occupation_Prof-specialty education-numGRP_6_[13,16) 0.424 0.424 0.186 0.269
4944 native-country_Mexico native-country_United-States -0.416 0.416 -0.0629 0.0345
3415 race_Asian-Pac-Islander native-country_Philippines 0.408 0.408 0.0105 0.0123
5450 hours-per-weekGRP_1_[0,20] hours-per-weekGRP_2_[20,40] -0.398 0.398 -0.128 -0.153
411 workclass_Local-gov workclass_Private -0.398 0.398 0.0331 -0.0785
3787 native-country_? native-country_United-States -0.396 0.396 0.00304 0.0345
1296 marital-status_Married-civ-spouse relationship_Own-child -0.38 0.38 0.445 -0.229
1527 marital-status_Never-married ageGRP_1_[0,20] 0.379 0.379 -0.318 -0.159
1528 marital-status_Never-married ageGRP_2_[20,30] 0.377 0.377 -0.318 -0.213
620 workclass_Private occupation_? -0.372 0.372 -0.0785 -0.0786
210 workclass_? workclass_Private -0.371 0.371 -0.0782 -0.0785
5455 hours-per-weekGRP_2_[20,40] hours-per-weekGRP_4_[50,60] -0.368 0.368 -0.153 0.131
1090 marital-status_Divorced marital-status_Married-civ-spouse -0.367 0.367 -0.127 0.445
3424 race_Asian-Pac-Islander native-country_United-States -0.365 0.365 0.0105 0.0345
2906 relationship_Husband relationship_Own-child -0.354 0.354 0.401 -0.229
5340 ageGRP_2_[20,30] ageGRP_3_[30,40] -0.345 0.345 -0.213 0.0568
5433 education-numGRP_4_[8,10] education-numGRP_6_[13,16) -0.331 0.331 -0.176 0.269
1114 marital-status_Divorced relationship_Unmarried 0.329 0.329 -0.127 -0.143
1110 marital-status_Divorced relationship_Husband -0.328 0.328 -0.127 0.401
3189 relationship_Unmarried sex_Male -0.321 0.321 -0.143 0.216
3188 relationship_Unmarried sex_Female 0.321 0.321 -0.143 -0.216
3255 relationship_Wife sex_Male -0.319 0.319 0.123 0.216
3254 relationship_Wife sex_Female 0.319 0.319 0.123 -0.216
1297 marital-status_Married-civ-spouse relationship_Unmarried -0.317 0.317 0.445 -0.143
5355 ageGRP_3_[30,40] ageGRP_4_[40,50] -0.312 0.312 0.0568 0.17
611 workclass_Private workclass_State-gov -0.309 0.309 -0.0785 0.0148
5341 ageGRP_2_[20,30] ageGRP_4_[40,50] -0.302 0.302 -0.213 0.17
1473 marital-status_Never-married relationship_Not-in-family 0.297 0.297 -0.318 -0.189
2602 occupation_Prof-specialty education-numGRP_4_[8,10] -0.296 0.296 0.186 -0.176
4953 native-country_Mexico education-numGRP_1_[1,4] 0.29 0.29 -0.0629 -0.0835
1707 marital-status_Widowed ageGRP_6_[60,INF) 0.287 0.287 -0.0644 -0.00294
609 workclass_Private workclass_Self-emp-inc -0.286 0.286 -0.0785 0.139
2907 relationship_Husband relationship_Unmarried -0.284 0.284 0.401 -0.143
5335 ageGRP_1_[0,20] hours-per-weekGRP_1_[0,20] 0.278 0.278 -0.159 -0.128
1092 marital-status_Divorced marital-status_Never-married -0.278 0.278 -0.127 -0.318
311 workclass_Federal-gov workclass_Private -0.264 0.264 0.0594 -0.0785
1829 occupation_Adm-clerical sex_Female 0.263 0.263 -0.09 -0.216
1830 occupation_Adm-clerical sex_Male -0.263 0.263 -0.09 0.216
3420 race_Asian-Pac-Islander native-country_South 0.263 0.263 0.0105 -0.00474
1111 marital-status_Divorced relationship_Not-in-family 0.261 0.261 -0.127 -0.189
3404 race_Asian-Pac-Islander native-country_India 0.258 0.258 0.0105 0.0207
3388 race_Asian-Pac-Islander native-country_China 0.257 0.257 0.0105 0.00291
2976 relationship_Not-in-family relationship_Own-child -0.251 0.251 -0.189 -0.229
5424 education-numGRP_3_[6,8] education-numGRP_4_[8,10] -0.25 0.25 -0.0975 -0.176
1530 marital-status_Never-married ageGRP_4_[40,50] -0.248 0.248 -0.318 0.17
1348 marital-status_Married-civ-spouse ageGRP_1_[0,20] -0.246 0.246 0.445 -0.159
3425 race_Asian-Pac-Islander native-country_Vietnam 0.242 0.242 0.0105 -0.0176
1298 marital-status_Married-civ-spouse relationship_Wife 0.24 0.24 0.445 0.123
5456 hours-per-weekGRP_2_[20,40] hours-per-weekGRP_5_[60,INF) -0.238 0.238 -0.153 0.0541
3318 race_Amer-Indian-Eskimo race_White -0.238 0.238 -0.0287 0.0852
5331 ageGRP_1_[0,20] education-numGRP_3_[6,8] 0.238 0.238 -0.159 -0.0975
5416 education-numGRP_2_[4,6] education-numGRP_4_[8,10] -0.237 0.237 -0.0904 -0.176
434 workclass_Local-gov occupation_Protective-serv 0.235 0.235 0.0331 0.0281
818 workclass_Self-emp-not-inc occupation_Farming-fishing 0.235 0.235 0.03 -0.0519
3177 relationship_Own-child hours-per-weekGRP_1_[0,20] 0.232 0.232 -0.229 -0.128
5062 native-country_Philippines native-country_United-States -0.229 0.229 0.0123 0.0345
1122 marital-status_Divorced sex_Male -0.229 0.229 -0.127 0.216
1121 marital-status_Divorced sex_Female 0.229 0.229 -0.127 -0.216
5356 ageGRP_3_[30,40] ageGRP_5_[50,60] -0.227 0.227 0.0568 0.119
2959 relationship_Husband ageGRP_2_[20,30] -0.227 0.227 0.401 -0.213
2958 relationship_Husband ageGRP_1_[0,20] -0.226 0.226 0.401 -0.159
1349 marital-status_Married-civ-spouse ageGRP_2_[20,30] -0.223 0.223 0.445 -0.213
1996 occupation_Craft-repair sex_Female -0.223 0.223 -0.0126 -0.216
1997 occupation_Craft-repair sex_Male 0.223 0.223 -0.0126 0.216
3507 race_Other race_White -0.222 0.222 -0.0318 0.0852
5342 ageGRP_2_[20,30] ageGRP_5_[50,60] -0.22 0.22 -0.213 0.119
3166 relationship_Own-child ageGRP_2_[20,30] 0.213 0.213 -0.229 -0.213
1531 marital-status_Never-married ageGRP_5_[50,60] -0.211 0.211 -0.318 0.119
5278 native-country_United-States education-numGRP_1_[1,4] -0.21 0.21 0.0345 -0.0835
5407 education-numGRP_1_[1,4] education-numGRP_4_[8,10] -0.21 0.21 -0.0835 -0.176
3421 race_Asian-Pac-Islander native-country_Taiwan 0.205 0.205 0.0105 0.014
2977 relationship_Not-in-family relationship_Unmarried -0.201 0.201 -0.189 -0.143
3610 race_White native-country_United-States 0.2 0.2 0.0852 0.0345
5369 ageGRP_4_[40,50] ageGRP_5_[50,60] -0.199 0.199 0.17 0.119
1564 marital-status_Separated relationship_Unmarried 0.196 0.196 -0.0744 -0.143
4359 native-country_Germany native-country_United-States -0.191 0.191 0.0122 0.0345
1658 marital-status_Widowed sex_Female 0.188 0.188 -0.0644 -0.216
1659 marital-status_Widowed sex_Male -0.188 0.188 -0.0644 0.216
297 workclass_? ageGRP_6_[60,INF) 0.187 0.187 -0.0782 -0.00294
1793 occupation_? ageGRP_6_[60,INF) 0.186 0.186 -0.0786 -0.00294
2908 relationship_Husband relationship_Wife -0.186 0.186 0.401 0.123
5400 ageGRP_6_[60,INF) hours-per-weekGRP_1_[0,20] 0.184 0.184 -0.00294 -0.128
3601 race_White native-country_Philippines -0.18 0.18 0.0852 0.0123
1818 occupation_Adm-clerical relationship_Husband -0.18 0.18 -0.09 0.401
3168 relationship_Own-child ageGRP_4_[40,50] -0.179 0.179 -0.229 0.17
3900 native-country_Canada native-country_United-States -0.179 0.179 0.0116 0.0345
2603 occupation_Prof-specialty education-numGRP_5_[10,13] 0.175 0.175 0.186 0.163
5140 native-country_Puerto-Rico native-country_United-States -0.174 0.174 -0.0188 0.0345
1483 marital-status_Never-married sex_Female 0.171 0.171 -0.318 -0.216
1484 marital-status_Never-married sex_Male -0.171 0.171 -0.318 0.216
2385 occupation_Other-service relationship_Husband -0.17 0.17 -0.156 0.401
5439 education-numGRP_5_[10,13] education-numGRP_6_[13,16) -0.169 0.169 0.163 0.269
2985 relationship_Not-in-family sex_Male -0.169 0.169 -0.189 0.216
2984 relationship_Not-in-family sex_Female 0.169 0.169 -0.189 -0.216
5325 ageGRP_1_[0,20] ageGRP_3_[30,40] -0.169 0.169 -0.159 0.0568
4215 native-country_El-Salvador native-country_United-States -0.168 0.168 -0.0208 0.0345
1276 marital-status_Married-civ-spouse marital-status_Separated -0.166 0.166 0.445 -0.0744
5357 ageGRP_3_[30,40] ageGRP_6_[60,INF) -0.166 0.166 0.0568 -0.00294
433 workclass_Local-gov occupation_Prof-specialty 0.165 0.165 0.0331 0.186
1277 marital-status_Married-civ-spouse marital-status_Widowed -0.164 0.164 0.445 -0.0644
5324 ageGRP_1_[0,20] ageGRP_2_[20,30] -0.164 0.164 -0.159 -0.213
4699 native-country_India native-country_United-States -0.163 0.163 0.0207 0.0345
1286 marital-status_Married-civ-spouse occupation_Other-service -0.162 0.162 0.445 -0.156
1651 marital-status_Widowed relationship_Unmarried 0.161 0.161 -0.0644 -0.143
5343 ageGRP_2_[20,30] ageGRP_6_[60,INF) -0.161 0.161 -0.213 -0.00294
1985 occupation_Craft-repair relationship_Husband 0.16 0.16 -0.0126 0.401
4062 native-country_Cuba native-country_United-States -0.159 0.159 0.00283 0.0345
1800 occupation_? hours-per-weekGRP_1_[0,20] 0.158 0.158 -0.0786 -0.128
1532 marital-status_Never-married ageGRP_6_[60,INF) -0.158 0.158 -0.318 -0.00294
304 workclass_? hours-per-weekGRP_1_[0,20] 0.157 0.157 -0.0782 -0.128
1477 marital-status_Never-married relationship_Wife -0.157 0.157 -0.318 0.123
4264 native-country_England native-country_United-States -0.154 0.154 0.0114 0.0345
2396 occupation_Other-service sex_Female 0.154 0.154 -0.156 -0.216
2397 occupation_Other-service sex_Male -0.154 0.154 -0.156 0.216
1539 marital-status_Never-married hours-per-weekGRP_1_[0,20] 0.151 0.151 -0.318 -0.128
5333 ageGRP_1_[0,20] education-numGRP_5_[10,13] -0.15 0.15 -0.159 0.163
2132 occupation_Exec-managerial education-numGRP_5_[10,13] 0.15 0.15 0.215 0.163
1560 marital-status_Separated relationship_Husband -0.149 0.149 -0.0744 0.401
3185 relationship_Unmarried race_Black 0.149 0.149 -0.143 -0.0891
5451 hours-per-weekGRP_1_[0,20] hours-per-weekGRP_3_[40,50] -0.148 0.148 -0.128 0.172
3169 relationship_Own-child ageGRP_5_[50,60] -0.148 0.148 -0.229 0.119
5326 ageGRP_1_[0,20] ageGRP_4_[40,50] -0.148 0.148 -0.159 0.17
3114 relationship_Own-child relationship_Unmarried -0.148 0.148 -0.229 -0.143
4845 native-country_Jamaica native-country_United-States -0.146 0.146 -0.0137 0.0345
1647 marital-status_Widowed relationship_Husband -0.146 0.146 -0.0644 0.401
2970 relationship_Husband hours-per-weekGRP_1_[0,20] -0.146 0.146 0.401 -0.128
5187 native-country_South native-country_United-States -0.146 0.146 -0.00474 0.0345
1351 marital-status_Married-civ-spouse ageGRP_4_[40,50] 0.146 0.146 0.445 0.17
2905 relationship_Husband relationship_Other-relative -0.145 0.145 0.401 -0.0837
5370 ageGRP_4_[40,50] ageGRP_6_[60,INF) -0.145 0.145 0.17 -0.00294
1980 occupation_Craft-repair occupation_Prof-specialty -0.145 0.145 -0.0126 0.186
3409 race_Asian-Pac-Islander native-country_Japan 0.144 0.144 0.0105 0.0149
2062 occupation_Exec-managerial occupation_Prof-specialty -0.144 0.144 0.215 0.186
1279 marital-status_Married-civ-spouse occupation_Adm-clerical -0.144 0.144 0.445 -0.09
627 workclass_Private occupation_Machine-op-inspct 0.144 0.144 -0.0785 -0.0694
695 workclass_Private ageGRP_6_[60,INF) -0.144 0.144 -0.0785 -0.00294
1974 occupation_Craft-repair occupation_Exec-managerial -0.143 0.143 -0.0126 0.215
3955 native-country_China native-country_United-States -0.141 0.141 0.00291 0.0345
3471 race_Black native-country_Jamaica 0.141 0.141 -0.0891 -0.0137
2961 relationship_Husband ageGRP_4_[40,50] 0.14 0.14 0.401 0.17
3167 relationship_Own-child ageGRP_3_[30,40] -0.14 0.14 -0.229 0.0568
4810 native-country_Italy native-country_United-States -0.139 0.139 0.0113 0.0345
2962 relationship_Husband ageGRP_5_[50,60] 0.138 0.138 0.401 0.119
1813 occupation_Adm-clerical occupation_Prof-specialty -0.138 0.138 -0.09 0.186
1806 occupation_Adm-clerical occupation_Craft-repair -0.137 0.137 -0.09 -0.0126
5457 hours-per-weekGRP_3_[40,50] hours-per-weekGRP_4_[50,60] -0.137 0.137 0.172 0.131
1807 occupation_Adm-clerical occupation_Exec-managerial -0.137 0.137 -0.09 0.215
4114 native-country_Dominican-Republic native-country_United-States -0.136 0.136 -0.023 0.0345
2535 occupation_Prof-specialty occupation_Sales -0.136 0.136 0.186 0.0237
701 workclass_Private education-numGRP_6_[13,16) -0.135 0.135 -0.0785 0.269
1982 occupation_Craft-repair occupation_Sales -0.135 0.135 -0.0126 0.0237
1352 marital-status_Married-civ-spouse ageGRP_5_[50,60] 0.135 0.135 0.445 0.119
2972 relationship_Husband hours-per-weekGRP_3_[40,50] 0.135 0.135 0.401 0.172
2064 occupation_Exec-managerial occupation_Sales -0.134 0.134 0.215 0.0237
5270 native-country_United-States native-country_Vietnam -0.133 0.133 0.0345 -0.0176
721 workclass_Self-emp-inc occupation_Exec-managerial 0.133 0.133 0.139 0.215
2440 occupation_Other-service ageGRP_1_[0,20] 0.133 0.133 -0.156 -0.159
1166 marital-status_Divorced ageGRP_2_[20,30] -0.133 0.133 -0.127 -0.213
3746 sex_Male hours-per-weekGRP_3_[40,50] 0.133 0.133 0.216 0.172
3687 sex_Female hours-per-weekGRP_3_[40,50] -0.133 0.133 -0.216 0.172
3685 sex_Female hours-per-weekGRP_1_[0,20] 0.133 0.133 -0.216 -0.128
3744 sex_Male hours-per-weekGRP_1_[0,20] -0.133 0.133 0.216 -0.128
2843 occupation_Transport-moving sex_Female -0.132 0.132 -0.0215 -0.216
2844 occupation_Transport-moving sex_Male 0.132 0.132 -0.0215 0.216
2978 relationship_Not-in-family relationship_Wife -0.132 0.132 -0.189 0.123
3179 relationship_Own-child hours-per-weekGRP_3_[40,50] -0.131 0.131 -0.229 0.172
1360 marital-status_Married-civ-spouse hours-per-weekGRP_1_[0,20] -0.13 0.13 0.445 -0.128
4450 native-country_Guatemala native-country_United-States -0.13 0.13 -0.0201 0.0345
3410 race_Asian-Pac-Islander native-country_Laos 0.13 0.13 0.0105 -0.00713
3173 relationship_Own-child education-numGRP_3_[6,8] 0.129 0.129 -0.229 -0.0975
1815 occupation_Adm-clerical occupation_Sales -0.129 0.129 -0.09 0.0237
1788 occupation_? ageGRP_1_[0,20] 0.128 0.128 -0.0786 -0.159
3187 relationship_Unmarried race_White -0.128 0.128 -0.143 0.0852
4879 native-country_Japan native-country_United-States -0.128 0.128 0.0149 0.0345
2380 occupation_Other-service occupation_Prof-specialty -0.128 0.128 -0.156 0.186
5425 education-numGRP_3_[6,8] education-numGRP_5_[10,13] -0.128 0.128 -0.0975 0.163
12 CapitalGainPositive marital-status_Married-civ-spouse 0.127 0.127 0.266 0.445
1978 occupation_Craft-repair occupation_Other-service -0.127 0.127 -0.0126 -0.156
3516 race_Other native-country_Dominican-Republic 0.127 0.127 -0.0318 -0.023
2060 occupation_Exec-managerial occupation_Other-service -0.127 0.127 0.215 -0.156
2911 relationship_Husband race_Black -0.126 0.126 0.401 -0.0891
292 workclass_? ageGRP_1_[0,20] 0.126 0.126 -0.0782 -0.159
1281 marital-status_Married-civ-spouse occupation_Craft-repair 0.126 0.126 0.445 -0.0126
5089 native-country_Poland native-country_United-States -0.126 0.126 -0.0041 0.0345
1455 marital-status_Never-married marital-status_Separated -0.126 0.126 -0.318 -0.0744
3549 race_Other native-country_United-States -0.126 0.126 -0.0318 0.0345
3386 race_Asian-Pac-Islander native-country_Cambodia 0.126 0.126 0.0105 0.00721
1301 marital-status_Married-civ-spouse race_Black -0.126 0.126 0.445 -0.0891
691 workclass_Private ageGRP_2_[20,30] 0.126 0.126 -0.0785 -0.213
631 workclass_Private occupation_Protective-serv -0.125 0.125 -0.0785 0.0281
4009 native-country_Columbia native-country_United-States -0.125 0.125 -0.0206 0.0345
2973 relationship_Husband hours-per-weekGRP_4_[50,60] 0.125 0.125 0.401 0.131
1168 marital-status_Divorced ageGRP_4_[40,50] 0.124 0.124 -0.127 0.17
1456 marital-status_Never-married marital-status_Widowed -0.124 0.124 -0.318 -0.0644
3590 race_White native-country_India -0.122 0.122 0.0852 0.0207
5427 education-numGRP_3_[6,8] hours-per-weekGRP_1_[0,20] 0.122 0.122 -0.0975 -0.128
1465 marital-status_Never-married occupation_Other-service 0.121 0.121 -0.318 -0.156
1811 occupation_Adm-clerical occupation_Other-service -0.121 0.121 -0.09 -0.156
5417 education-numGRP_2_[4,6] education-numGRP_5_[10,13] -0.121 0.121 -0.0904 0.163
1648 marital-status_Widowed relationship_Not-in-family 0.12 0.12 -0.0644 -0.189
828 workclass_Self-emp-not-inc relationship_Husband 0.12 0.12 0.03 0.401
2382 occupation_Other-service occupation_Sales -0.119 0.119 -0.156 0.0237
896 workclass_Self-emp-not-inc hours-per-weekGRP_2_[20,40] -0.119 0.119 0.03 -0.153
2913 relationship_Husband race_White 0.119 0.119 0.401 0.0852
3606 race_White native-country_South -0.118 0.118 0.0852 -0.00474
1295 marital-status_Married-civ-spouse relationship_Other-relative -0.118 0.118 0.445 -0.0837
808 workclass_Self-emp-not-inc marital-status_Married-civ-spouse 0.117 0.117 0.03 0.445
1362 marital-status_Married-civ-spouse hours-per-weekGRP_3_[40,50] 0.117 0.117 0.445 0.172
918 workclass_State-gov occupation_Prof-specialty 0.117 0.117 0.0148 0.186
324 workclass_Federal-gov occupation_Adm-clerical 0.117 0.117 0.0594 -0.09
5364 ageGRP_3_[30,40] hours-per-weekGRP_1_[0,20] -0.117 0.117 0.0568 -0.128
2219 occupation_Farming-fishing hours-per-weekGRP_5_[60,INF) 0.116 0.116 -0.0519 0.0541
5209 native-country_Taiwan native-country_United-States -0.116 0.116 0.014 0.0345
2136 occupation_Exec-managerial hours-per-weekGRP_3_[40,50] 0.116 0.116 0.215 0.172
2971 relationship_Husband hours-per-weekGRP_2_[20,40] -0.116 0.116 0.401 -0.153
3447 race_Black sex_Male -0.116 0.116 -0.0891 0.216
3446 race_Black sex_Female 0.116 0.116 -0.0891 -0.216
3402 race_Asian-Pac-Islander native-country_Hong 0.115 0.115 0.0105 0.00343
3170 relationship_Own-child ageGRP_6_[60,INF) -0.115 0.115 -0.229 -0.00294
630 workclass_Private occupation_Prof-specialty -0.115 0.115 -0.0785 0.186
732 workclass_Self-emp-inc relationship_Husband 0.115 0.115 0.139 0.401
3543 race_Other native-country_Puerto-Rico 0.115 0.115 -0.0318 -0.0188
3422 race_Asian-Pac-Islander native-country_Thailand 0.115 0.115 0.0105 -0.00408
1529 marital-status_Never-married ageGRP_3_[30,40] -0.114 0.114 -0.318 0.0568
3686 sex_Female hours-per-weekGRP_2_[20,40] 0.114 0.114 -0.216 -0.153
3745 sex_Male hours-per-weekGRP_2_[20,40] -0.114 0.114 0.216 -0.153
32 CapitalGainPositive relationship_Husband 0.113 0.113 0.266 0.401
1882 occupation_Adm-clerical education-numGRP_4_[8,10] 0.113 0.113 -0.09 -0.176
3574 race_White native-country_China -0.113 0.113 0.0852 0.00291
3594 race_White native-country_Jamaica -0.112 0.112 0.0852 -0.0137
1474 marital-status_Never-married relationship_Other-relative 0.111 0.111 -0.318 -0.0837
5377 ageGRP_4_[40,50] hours-per-weekGRP_1_[0,20] -0.11 0.11 0.17 -0.128
3462 race_Black native-country_Haiti 0.11 0.11 -0.0891 -0.0129
2488 occupation_Priv-house-serv native-country_Guatemala 0.11 0.11 -0.0371 -0.0201
98 CapitalGainPositive education-numGRP_6_[13,16) 0.11 0.11 0.266 0.269
712 workclass_Self-emp-inc marital-status_Married-civ-spouse 0.11 0.11 0.139 0.445
1571 marital-status_Separated sex_Female 0.109 0.109 -0.0744 -0.216
1572 marital-status_Separated sex_Male -0.109 0.109 -0.0744 0.216
3747 sex_Male hours-per-weekGRP_4_[50,60] 0.109 0.109 0.216 0.131
3688 sex_Female hours-per-weekGRP_4_[50,60] -0.109 0.109 -0.216 0.131
1435 marital-status_Married-spouse-absent native-country_United-States -0.108 0.108 -0.0425 0.0345
899 workclass_Self-emp-not-inc hours-per-weekGRP_5_[60,INF) 0.108 0.108 0.03 0.0541
2452 occupation_Other-service hours-per-weekGRP_1_[0,20] 0.108 0.108 -0.156 -0.128
4494 native-country_Haiti native-country_United-States -0.108 0.108 -0.0129 0.0345
5394 ageGRP_6_[60,INF) education-numGRP_1_[1,4] 0.108 0.108 -0.00294 -0.0835
5327 ageGRP_1_[0,20] ageGRP_5_[50,60] -0.108 0.108 -0.159 0.119
1303 marital-status_Married-civ-spouse race_White 0.108 0.108 0.445 0.0852
1165 marital-status_Divorced ageGRP_1_[0,20] -0.108 0.108 -0.127 -0.159
3094 relationship_Other-relative native-country_United-States -0.108 0.108 -0.0837 0.0345
840 workclass_Self-emp-not-inc sex_Male 0.107 0.107 0.03 0.216
839 workclass_Self-emp-not-inc sex_Female -0.107 0.107 0.03 -0.216
5408 education-numGRP_1_[1,4] education-numGRP_5_[10,13] -0.107 0.107 -0.0835 0.163
1282 marital-status_Married-civ-spouse occupation_Exec-managerial 0.107 0.107 0.445 0.215
1363 marital-status_Married-civ-spouse hours-per-weekGRP_4_[50,60] 0.107 0.107 0.445 0.131
1822 occupation_Adm-clerical relationship_Unmarried 0.107 0.107 -0.09 -0.143
4737 native-country_Iran native-country_United-States -0.107 0.107 0.0151 0.0345
3626 race_White hours-per-weekGRP_2_[20,40] -0.106 0.106 0.0852 -0.153
2388 occupation_Other-service relationship_Own-child 0.106 0.106 -0.156 -0.229
3611 race_White native-country_Vietnam -0.106 0.106 0.0852 -0.0176
800 workclass_Self-emp-inc hours-per-weekGRP_2_[20,40] -0.106 0.106 0.139 -0.153
626 workclass_Private occupation_Handlers-cleaners 0.106 0.106 -0.0785 -0.0873
5337 ageGRP_1_[0,20] hours-per-weekGRP_3_[40,50] -0.106 0.106 -0.159 0.172
1461 marital-status_Never-married occupation_Exec-managerial -0.106 0.106 -0.318 0.215
5382 ageGRP_5_[50,60] ageGRP_6_[60,INF) -0.106 0.106 0.119 -0.00294
3176 relationship_Own-child education-numGRP_6_[13,16) -0.106 0.106 -0.229 0.269
617 workclass_Private marital-status_Never-married 0.105 0.105 -0.0785 -0.318
1274 marital-status_Married-civ-spouse marital-status_Married-spouse-absent -0.105 0.105 0.445 -0.0425
2135 occupation_Exec-managerial hours-per-weekGRP_2_[20,40] -0.104 0.104 0.215 -0.153
1886 occupation_Adm-clerical hours-per-weekGRP_2_[20,40] 0.104 0.104 -0.09 -0.153
2051 occupation_Craft-repair education-numGRP_6_[13,16) -0.104 0.104 -0.0126 0.269
810 workclass_Self-emp-not-inc marital-status_Never-married -0.104 0.104 0.03 -0.318
3570 race_White sex_Male 0.103 0.103 0.0852 0.216
3569 race_White sex_Female -0.103 0.103 0.0852 -0.216
2975 relationship_Not-in-family relationship_Other-relative -0.103 0.103 -0.189 -0.0837
14 CapitalGainPositive marital-status_Never-married -0.103 0.103 0.266 -0.318
989 workclass_State-gov education-numGRP_6_[13,16) 0.103 0.103 0.0148 0.269
5349 ageGRP_2_[20,30] education-numGRP_6_[13,16) -0.103 0.103 -0.213 0.269
3503 race_Black hours-per-weekGRP_2_[20,40] 0.103 0.103 -0.0891 -0.153
3122 relationship_Own-child sex_Male -0.102 0.102 -0.229 0.216
3121 relationship_Own-child sex_Female 0.102 0.102 -0.229 -0.216
2049 occupation_Craft-repair education-numGRP_4_[8,10] 0.102 0.102 -0.0126 -0.176
2067 occupation_Exec-managerial relationship_Husband 0.102 0.102 0.215 0.401
5446 education-numGRP_6_[13,16) hours-per-weekGRP_2_[20,40] -0.102 0.102 0.269 -0.153
5281 native-country_United-States education-numGRP_4_[8,10] 0.102 0.102 0.0345 -0.176
2070 occupation_Exec-managerial relationship_Own-child -0.101 0.101 0.215 -0.229
504 workclass_Local-gov education-numGRP_6_[13,16) 0.101 0.101 0.0331 0.269
919 workclass_State-gov occupation_Protective-serv 0.101 0.101 0.0148 0.0281
1359 marital-status_Married-civ-spouse education-numGRP_6_[13,16) 0.101 0.101 0.445 0.269
3517 race_Other native-country_Ecuador 0.101 0.101 -0.0318 -0.00672
2159 occupation_Farming-fishing sex_Female -0.1 0.1 -0.0519 -0.216
2160 occupation_Farming-fishing sex_Male 0.1 0.1 -0.0519 0.216
2131 occupation_Exec-managerial education-numGRP_4_[8,10] -0.1 0.1 0.215 -0.176
1568 marital-status_Separated race_Black 0.0995 0.0995 -0.0744 -0.0891
2450 occupation_Other-service education-numGRP_5_[10,13] -0.0992 0.0992 -0.156 0.163
2969 relationship_Husband education-numGRP_6_[13,16) 0.099 0.099 0.401 0.269
5115 native-country_Portugal native-country_United-States -0.0989 0.0989 -0.0105 0.0345
1714 marital-status_Widowed hours-per-weekGRP_1_[0,20] 0.0985 0.0985 -0.0644 -0.128
628 workclass_Private occupation_Other-service 0.0982 0.0982 -0.0785 -0.156
802 workclass_Self-emp-inc hours-per-weekGRP_4_[50,60] 0.0978 0.0978 0.139 0.131
2302 occupation_Machine-op-inspct occupation_Prof-specialty -0.0977 0.0977 -0.0694 0.186
1977 occupation_Craft-repair occupation_Machine-op-inspct -0.0971 0.0971 -0.0126 -0.0694
5376 ageGRP_4_[40,50] education-numGRP_6_[13,16) 0.097 0.097 0.17 0.269
1361 marital-status_Married-civ-spouse hours-per-weekGRP_2_[20,40] -0.097 0.097 0.445 -0.153
1703 marital-status_Widowed ageGRP_2_[20,30] -0.0968 0.0968 -0.0644 -0.213
2454 occupation_Other-service hours-per-weekGRP_3_[40,50] -0.0968 0.0968 -0.156 0.172
2059 occupation_Exec-managerial occupation_Machine-op-inspct -0.0967 0.0967 0.215 -0.0694
3115 relationship_Own-child relationship_Wife -0.0966 0.0966 -0.229 0.123
325 workclass_Federal-gov occupation_Armed-Forces 0.0954 0.0954 0.0594 -0.00504
4975 native-country_Nicaragua native-country_United-States -0.0948 0.0948 -0.0138 0.0345
615 workclass_Private marital-status_Married-civ-spouse -0.0948 0.0948 -0.0785 0.445
2122 occupation_Exec-managerial ageGRP_1_[0,20] -0.0947 0.0947 0.215 -0.159
1541 marital-status_Never-married hours-per-weekGRP_3_[40,50] -0.0944 0.0944 -0.318 0.172
2372 occupation_Machine-op-inspct education-numGRP_5_[10,13] -0.0943 0.0943 -0.0694 0.163
1383 marital-status_Married-spouse-absent relationship_Husband -0.0941 0.0941 -0.0425 0.401
2240 occupation_Handlers-cleaners sex_Male 0.094 0.094 -0.0873 0.216
2239 occupation_Handlers-cleaners sex_Female -0.094 0.094 -0.0873 -0.216
1736 occupation_? relationship_Own-child 0.0939 0.0939 -0.0786 -0.229
3673 sex_Female ageGRP_1_[0,20] 0.0937 0.0937 -0.216 -0.159
3732 sex_Male ageGRP_1_[0,20] -0.0937 0.0937 0.216 -0.159
1728 occupation_? occupation_Prof-specialty -0.0935 0.0935 -0.0786 0.186
232 workclass_? occupation_Prof-specialty -0.0933 0.0933 -0.0782 0.186
1460 marital-status_Never-married occupation_Craft-repair -0.0932 0.0932 -0.318 -0.0126
2832 occupation_Transport-moving relationship_Husband 0.093 0.093 -0.0215 0.401
1721 occupation_? occupation_Craft-repair -0.093 0.093 -0.0786 -0.0126
225 workclass_? occupation_Craft-repair -0.0928 0.0928 -0.0782 -0.0126
240 workclass_? relationship_Own-child 0.0926 0.0926 -0.0782 -0.229
1810 occupation_Adm-clerical occupation_Machine-op-inspct -0.0926 0.0926 -0.09 -0.0694
1722 occupation_? occupation_Exec-managerial -0.0925 0.0925 -0.0786 0.215
3081 relationship_Other-relative native-country_Mexico 0.0925 0.0925 -0.0837 -0.0629
625 workclass_Private occupation_Farming-fishing -0.0924 0.0924 -0.0785 -0.0519
226 workclass_? occupation_Exec-managerial -0.0923 0.0923 -0.0782 0.215
2451 occupation_Other-service education-numGRP_6_[13,16) -0.0923 0.0923 -0.156 0.269
3029 relationship_Not-in-family ageGRP_2_[20,30] 0.0917 0.0917 -0.189 -0.213
3607 race_White native-country_Taiwan -0.0915 0.0915 0.0852 0.014
5452 hours-per-weekGRP_1_[0,20] hours-per-weekGRP_4_[50,60] -0.0913 0.0913 -0.128 0.131
2304 occupation_Machine-op-inspct occupation_Sales -0.0909 0.0909 -0.0694 0.0237
2133 occupation_Exec-managerial education-numGRP_6_[13,16) 0.0906 0.0906 0.215 0.269
5034 native-country_Peru native-country_United-States -0.0905 0.0905 -0.0127 0.0345
435 workclass_Local-gov occupation_Sales -0.0903 0.0903 0.0331 0.0237
1113 marital-status_Divorced relationship_Own-child -0.0897 0.0897 -0.127 -0.229
1115 marital-status_Divorced relationship_Wife -0.0894 0.0894 -0.127 0.123
4459 native-country_Guatemala education-numGRP_1_[1,4] 0.0893 0.0893 -0.0201 -0.0835
2825 occupation_Tech-support education-numGRP_5_[10,13] 0.0893 0.0893 0.0257 0.163
3585 race_White native-country_Haiti -0.0891 0.0891 0.0852 -0.0129
729 workclass_Self-emp-inc occupation_Sales 0.0888 0.0888 0.139 0.0237
5458 hours-per-weekGRP_3_[40,50] hours-per-weekGRP_5_[60,INF) -0.0887 0.0887 0.172 0.0541
2474 occupation_Priv-house-serv sex_Male -0.0887 0.0887 -0.0371 0.216
2473 occupation_Priv-house-serv sex_Female 0.0887 0.0887 -0.0371 -0.216
1719 occupation_? occupation_Adm-clerical -0.0886 0.0886 -0.0786 -0.09
223 workclass_? occupation_Adm-clerical -0.0885 0.0885 -0.0782 -0.09
2393 occupation_Other-service race_Black 0.0881 0.0881 -0.156 -0.0891
884 workclass_Self-emp-not-inc ageGRP_2_[20,30] -0.088 0.088 0.03 -0.213
1535 marital-status_Never-married education-numGRP_3_[6,8] 0.0877 0.0877 -0.318 -0.0975
4405 native-country_Greece native-country_United-States -0.0876 0.0876 0.00245 0.0345
4312 native-country_France native-country_United-States -0.0876 0.0876 0.0121 0.0345
814 workclass_Self-emp-not-inc occupation_Adm-clerical -0.0874 0.0874 0.03 -0.09
2963 relationship_Husband ageGRP_6_[60,INF) 0.0871 0.0871 0.401 -0.00294
1730 occupation_? occupation_Sales -0.087 0.087 -0.0786 0.0237
2137 occupation_Exec-managerial hours-per-weekGRP_4_[50,60] 0.087 0.087 0.215 0.131
3627 race_White hours-per-weekGRP_3_[40,50] 0.0869 0.0869 0.0852 0.172
234 workclass_? occupation_Sales -0.0869 0.0869 -0.0782 0.0237
714 workclass_Self-emp-inc marital-status_Never-married -0.0867 0.0867 0.139 -0.318
2537 occupation_Prof-specialty occupation_Transport-moving -0.0867 0.0867 0.186 -0.0215
2231 occupation_Handlers-cleaners relationship_Own-child 0.0864 0.0864 -0.0873 -0.229
1984 occupation_Craft-repair occupation_Transport-moving -0.0862 0.0862 -0.0126 -0.0215
2209 occupation_Farming-fishing education-numGRP_1_[1,4] 0.0862 0.0862 -0.0519 -0.0835
4165 native-country_Ecuador native-country_United-States -0.086 0.086 -0.00672 0.0345
5330 ageGRP_1_[0,20] education-numGRP_2_[4,6] 0.0859 0.0859 -0.159 -0.0904
35 CapitalGainPositive relationship_Own-child -0.0859 0.0859 0.266 -0.229
2300 occupation_Machine-op-inspct occupation_Other-service -0.0859 0.0859 -0.0694 -0.156
2066 occupation_Exec-managerial occupation_Transport-moving -0.0858 0.0858 0.215 -0.0215
4224 native-country_El-Salvador education-numGRP_1_[1,4] 0.0856 0.0856 -0.0208 -0.0835
2755 occupation_Sales hours-per-weekGRP_2_[20,40] -0.0854 0.0854 0.0237 -0.153
1350 marital-status_Married-civ-spouse ageGRP_3_[30,40] 0.0853 0.0853 0.445 0.0568
1096 marital-status_Divorced occupation_Adm-clerical 0.0852 0.0852 -0.127 -0.09
635 workclass_Private relationship_Husband -0.0849 0.0849 -0.0785 0.401
3385 race_Asian-Pac-Islander native-country_? 0.0849 0.0849 0.0105 0.00304
5442 education-numGRP_5_[10,13] hours-per-weekGRP_3_[40,50] 0.0847 0.0847 0.163 0.172
2593 occupation_Prof-specialty ageGRP_1_[0,20] -0.0847 0.0847 0.186 -0.159
2897 occupation_Transport-moving education-numGRP_5_[10,13] -0.0845 0.0845 -0.0215 0.163
2050 occupation_Craft-repair education-numGRP_5_[10,13] -0.0845 0.0845 -0.0126 0.163
5334 ageGRP_1_[0,20] education-numGRP_6_[13,16) -0.0844 0.0844 -0.159 0.269
632 workclass_Private occupation_Sales 0.0843 0.0843 -0.0785 0.0237
2395 occupation_Other-service race_White -0.0842 0.0842 -0.156 0.0852
3536 race_Other native-country_Mexico 0.0842 0.0842 -0.0318 -0.0629
743 workclass_Self-emp-inc sex_Female -0.084 0.084 0.139 -0.216
744 workclass_Self-emp-inc sex_Male 0.084 0.084 0.139 0.216
1790 occupation_? ageGRP_3_[30,40] -0.0839 0.0839 -0.0786 0.0568
1542 marital-status_Never-married hours-per-weekGRP_4_[50,60] -0.0838 0.0838 -0.318 0.131
2052 occupation_Craft-repair hours-per-weekGRP_1_[0,20] -0.0837 0.0837 -0.0126 -0.128
2541 occupation_Prof-specialty relationship_Own-child -0.0835 0.0835 0.186 -0.229
294 workclass_? ageGRP_3_[30,40] -0.0835 0.0835 -0.0782 0.0568
3175 relationship_Own-child education-numGRP_5_[10,13] -0.0827 0.0827 -0.229 0.163
1791 occupation_? ageGRP_4_[40,50] -0.0827 0.0827 -0.0786 0.17
3180 relationship_Own-child hours-per-weekGRP_4_[50,60] -0.0823 0.0823 -0.229 0.131
295 workclass_? ageGRP_4_[40,50] -0.0823 0.0823 -0.0782 0.17
1726 occupation_? occupation_Other-service -0.0822 0.0822 -0.0786 -0.156
1817 occupation_Adm-clerical occupation_Transport-moving -0.0822 0.0822 -0.09 -0.0215
230 workclass_? occupation_Other-service -0.082 0.082 -0.0782 -0.156
88 CapitalGainPositive ageGRP_2_[20,30] -0.0818 0.0818 0.266 -0.213
1706 marital-status_Widowed ageGRP_5_[50,60] 0.0811 0.0811 -0.0644 0.119
2293 occupation_Handlers-cleaners education-numGRP_5_[10,13] -0.0811 0.0811 -0.0873 0.163
5435 education-numGRP_4_[8,10] hours-per-weekGRP_2_[20,40] 0.0811 0.0811 -0.176 -0.153
803 workclass_Self-emp-inc hours-per-weekGRP_5_[60,INF) 0.0809 0.0809 0.139 0.0541
2375 occupation_Machine-op-inspct hours-per-weekGRP_2_[20,40] 0.0807 0.0807 -0.0694 -0.153
2686 occupation_Sales occupation_Transport-moving -0.0807 0.0807 0.0237 -0.0215
1884 occupation_Adm-clerical education-numGRP_6_[13,16) -0.0806 0.0806 -0.09 0.269
1463 marital-status_Never-married occupation_Handlers-cleaners 0.0803 0.0803 -0.318 -0.0873
3245 relationship_Unmarried hours-per-weekGRP_2_[20,40] 0.0802 0.0802 -0.143 -0.153
2223 occupation_Handlers-cleaners occupation_Prof-specialty -0.08 0.08 -0.0873 0.186
1365 marital-status_Married-spouse-absent marital-status_Never-married -0.0797 0.0797 -0.0425 -0.318
4713 native-country_India education-numGRP_6_[13,16) 0.0797 0.0797 0.0207 0.269
4774 native-country_Ireland native-country_United-States -0.0797 0.0797 -0.00206 0.0345
1976 occupation_Craft-repair occupation_Handlers-cleaners -0.0795 0.0795 -0.0126 -0.0873
5448 education-numGRP_6_[13,16) hours-per-weekGRP_4_[50,60] 0.0793 0.0793 0.269 0.131
2058 occupation_Exec-managerial occupation_Handlers-cleaners -0.0792 0.0792 0.215 -0.0873
1570 marital-status_Separated race_White -0.0791 0.0791 -0.0744 0.0852
2283 occupation_Handlers-cleaners ageGRP_1_[0,20] 0.0786 0.0786 -0.0873 -0.159
1704 marital-status_Widowed ageGRP_3_[30,40] -0.0786 0.0786 -0.0644 0.0568
5328 ageGRP_1_[0,20] ageGRP_6_[60,INF) -0.0785 0.0785 -0.159 -0.00294
3174 relationship_Own-child education-numGRP_4_[8,10] 0.0782 0.0782 -0.229 -0.176
3232 relationship_Unmarried ageGRP_1_[0,20] -0.0774 0.0774 -0.143 -0.159
3182 relationship_Unmarried relationship_Wife -0.0774 0.0774 -0.143 0.123
2134 occupation_Exec-managerial hours-per-weekGRP_1_[0,20] -0.0772 0.0772 0.215 -0.128
3504 race_Black hours-per-weekGRP_3_[40,50] -0.0772 0.0772 -0.0891 0.172
2600 occupation_Prof-specialty education-numGRP_2_[4,6] -0.0769 0.0769 0.186 -0.0904
1823 occupation_Adm-clerical relationship_Wife 0.0769 0.0769 -0.09 0.123
898 workclass_Self-emp-not-inc hours-per-weekGRP_4_[50,60] 0.0767 0.0767 0.03 0.131
413 workclass_Local-gov workclass_Self-emp-not-inc -0.0762 0.0762 0.0331 0.03
2384 occupation_Other-service occupation_Transport-moving -0.0762 0.0762 -0.156 -0.0215
5447 education-numGRP_6_[13,16) hours-per-weekGRP_3_[40,50] 0.0761 0.0761 0.269 0.172
1387 marital-status_Married-spouse-absent relationship_Unmarried 0.0761 0.0761 -0.0425 -0.143
831 workclass_Self-emp-not-inc relationship_Own-child -0.076 0.076 0.03 -0.229
1809 occupation_Adm-clerical occupation_Handlers-cleaners -0.0758 0.0758 -0.09 -0.0873
115 CapitalLossPositive marital-status_Married-civ-spouse 0.0758 0.0758 0.139 0.445
1538 marital-status_Never-married education-numGRP_6_[13,16) -0.0757 0.0757 -0.318 0.269
3045 relationship_Other-relative relationship_Own-child -0.0757 0.0757 -0.0837 -0.229
1802 occupation_? hours-per-weekGRP_3_[40,50] -0.0754 0.0754 -0.0786 0.172
2448 occupation_Other-service education-numGRP_3_[6,8] 0.0753 0.0753 -0.156 -0.0975
306 workclass_? hours-per-weekGRP_3_[40,50] -0.0751 0.0751 -0.0782 0.172
221 workclass_? marital-status_Widowed 0.0751 0.0751 -0.0782 -0.0644
3028 relationship_Not-in-family ageGRP_1_[0,20] -0.075 0.075 -0.189 -0.159
1632 marital-status_Widowed occupation_? 0.0748 0.0748 -0.0644 -0.0786
1990 occupation_Craft-repair relationship_Wife -0.0746 0.0746 -0.0126 0.123
2225 occupation_Handlers-cleaners occupation_Sales -0.0745 0.0745 -0.0873 0.0237
2601 occupation_Prof-specialty education-numGRP_3_[6,8] -0.0742 0.0742 0.186 -0.0975
1353 marital-status_Married-civ-spouse ageGRP_6_[60,INF) 0.0742 0.0742 0.445 -0.00294
1292 marital-status_Married-civ-spouse occupation_Transport-moving 0.074 0.074 0.445 -0.0215
2187 occupation_Farming-fishing native-country_Mexico 0.0736 0.0736 -0.0519 -0.0629
3571 race_White native-country_? -0.0735 0.0735 0.0852 0.00304
201 CapitalLossPositive education-numGRP_6_[13,16) 0.0735 0.0735 0.139 0.269
1887 occupation_Adm-clerical hours-per-weekGRP_3_[40,50] -0.0735 0.0735 -0.09 0.172
2447 occupation_Other-service education-numGRP_2_[4,6] 0.0734 0.0734 -0.156 -0.0904
3052 relationship_Other-relative race_White -0.0733 0.0733 -0.0837 0.0852
706 workclass_Private hours-per-weekGRP_5_[60,INF) -0.0732 0.0732 -0.0785 0.0541
2123 occupation_Exec-managerial ageGRP_2_[20,30] -0.0729 0.0729 0.215 -0.213
816 workclass_Self-emp-not-inc occupation_Craft-repair 0.0729 0.0729 0.03 -0.0126
96 CapitalGainPositive education-numGRP_4_[8,10] -0.0728 0.0728 0.266 -0.176
4620 native-country_Hong native-country_United-States -0.0727 0.0727 0.00343 0.0345
1356 marital-status_Married-civ-spouse education-numGRP_3_[6,8] -0.0727 0.0727 0.445 -0.0975
694 workclass_Private ageGRP_5_[50,60] -0.0726 0.0726 -0.0785 0.119
2373 occupation_Machine-op-inspct education-numGRP_6_[13,16) -0.0725 0.0725 -0.0694 0.269
1458 marital-status_Never-married occupation_Adm-clerical 0.0724 0.0724 -0.318 -0.09
21 CapitalGainPositive occupation_Exec-managerial 0.0721 0.0721 0.266 0.215
2125 occupation_Exec-managerial ageGRP_4_[40,50] 0.0717 0.0717 0.215 0.17
1093 marital-status_Divorced marital-status_Separated -0.0717 0.0717 -0.127 -0.0744
135 CapitalLossPositive relationship_Husband 0.0713 0.0713 0.139 0.401
1480 marital-status_Never-married race_Black 0.0713 0.0713 -0.318 -0.0891
813 workclass_Self-emp-not-inc occupation_? -0.0713 0.0713 0.03 -0.0786
212 workclass_? workclass_Self-emp-not-inc -0.0711 0.0711 -0.0782 0.03
2960 relationship_Husband ageGRP_3_[30,40] 0.071 0.071 0.401 0.0568
3844 native-country_Cambodia native-country_United-States -0.0709 0.0709 0.00721 0.0345
5250 native-country_Trinadad&Tobago native-country_United-States -0.0709 0.0709 -0.00766 0.0345
4956 native-country_Mexico education-numGRP_4_[8,10] -0.0707 0.0707 -0.0629 -0.176
3748 sex_Male hours-per-weekGRP_5_[60,INF) 0.0706 0.0706 0.216 0.0541
3689 sex_Female hours-per-weekGRP_5_[60,INF) -0.0706 0.0706 -0.216 0.0541
1094 marital-status_Divorced marital-status_Widowed -0.0705 0.0705 -0.127 -0.0644
27 CapitalGainPositive occupation_Prof-specialty 0.0705 0.0705 0.266 0.186
2368 occupation_Machine-op-inspct education-numGRP_1_[1,4] 0.0704 0.0704 -0.0694 -0.0835
2221 occupation_Handlers-cleaners occupation_Other-service -0.0703 0.0703 -0.0873 -0.156
2040 occupation_Craft-repair ageGRP_1_[0,20] -0.0698 0.0698 -0.0126 -0.159
1733 occupation_? relationship_Husband -0.0698 0.0698 -0.0786 0.401
2974 relationship_Husband hours-per-weekGRP_5_[60,INF) 0.0697 0.0697 0.401 0.0541
888 workclass_Self-emp-not-inc ageGRP_6_[60,INF) 0.0693 0.0693 0.03 -0.00294
788 workclass_Self-emp-inc ageGRP_2_[20,30] -0.0692 0.0692 0.139 -0.213
5351 ageGRP_2_[20,30] hours-per-weekGRP_2_[20,40] 0.0691 0.0691 -0.213 -0.153
237 workclass_? relationship_Husband -0.0691 0.0691 -0.0782 0.401
5230 native-country_Thailand native-country_United-States -0.069 0.069 -0.00408 0.0345
4912 native-country_Laos native-country_United-States -0.069 0.069 -0.00713 0.0345
5366 ageGRP_3_[30,40] hours-per-weekGRP_3_[40,50] 0.0688 0.0688 0.0568 0.172
1650 marital-status_Widowed relationship_Own-child -0.0688 0.0688 -0.0644 -0.229
5426 education-numGRP_3_[6,8] education-numGRP_6_[13,16) -0.0687 0.0687 -0.0975 0.269
2966 relationship_Husband education-numGRP_3_[6,8] -0.0686 0.0686 0.401 -0.0975
2523 occupation_Priv-house-serv education-numGRP_1_[1,4] 0.0685 0.0685 -0.0371 -0.0835
1482 marital-status_Never-married race_White -0.0684 0.0684 -0.318 0.0852
623 workclass_Private occupation_Craft-repair 0.0681 0.0681 -0.0785 -0.0126
3595 race_White native-country_Japan -0.0678 0.0678 0.0852 0.0149
2143 occupation_Farming-fishing occupation_Prof-specialty -0.0677 0.0677 -0.0519 0.186
1975 occupation_Craft-repair occupation_Farming-fishing -0.0673 0.0673 -0.0126 -0.0519
2389 occupation_Other-service relationship_Unmarried 0.0673 0.0673 -0.156 -0.143
2896 occupation_Transport-moving education-numGRP_4_[8,10] 0.0672 0.0672 -0.0215 -0.176
1888 occupation_Adm-clerical hours-per-weekGRP_4_[50,60] -0.0671 0.0671 -0.09 0.131
703 workclass_Private hours-per-weekGRP_2_[20,40] 0.0671 0.0671 -0.0785 -0.153
2057 occupation_Exec-managerial occupation_Farming-fishing -0.067 0.067 0.215 -0.0519
920 workclass_State-gov occupation_Sales -0.0669 0.0669 0.0148 0.0237
0 CapitalGainPositive CapitalLossPositive -0.0667 0.0667 0.266 0.139
2130 occupation_Exec-managerial education-numGRP_3_[6,8] -0.0659 0.0659 0.215 -0.0975
2599 occupation_Prof-specialty education-numGRP_1_[1,4] -0.0659 0.0659 0.186 -0.0835
2291 occupation_Handlers-cleaners education-numGRP_3_[6,8] 0.0659 0.0659 -0.0873 -0.0975
1988 occupation_Craft-repair relationship_Own-child -0.0659 0.0659 -0.0126 -0.229
249 workclass_? sex_Male -0.0656 0.0656 -0.0782 0.216
248 workclass_? sex_Female 0.0656 0.0656 -0.0782 -0.216
6 CapitalGainPositive workclass_Self-emp-inc 0.0654 0.0654 0.266 0.139
2536 occupation_Prof-specialty occupation_Tech-support -0.0654 0.0654 0.186 0.0257
1744 occupation_? sex_Female 0.0654 0.0654 -0.0786 -0.216
1745 occupation_? sex_Male -0.0654 0.0654 -0.0786 0.216
1384 marital-status_Married-spouse-absent relationship_Not-in-family 0.0653 0.0653 -0.0425 -0.189
5271 native-country_United-States native-country_Yugoslavia -0.065 0.065 0.0345 0.00696
1983 occupation_Craft-repair occupation_Tech-support -0.065 0.065 -0.0126 0.0257
5418 education-numGRP_2_[4,6] education-numGRP_6_[13,16) -0.065 0.065 -0.0904 0.269
5362 ageGRP_3_[30,40] education-numGRP_5_[10,13] 0.0649 0.0649 0.0568 0.163
2129 occupation_Exec-managerial education-numGRP_2_[4,6] -0.0648 0.0648 0.215 -0.0904
2514 occupation_Priv-house-serv native-country_United-States -0.0648 0.0648 -0.0371 0.0345
2624 occupation_Protective-serv sex_Female -0.0648 0.0648 0.0281 -0.216
2625 occupation_Protective-serv sex_Male 0.0648 0.0648 0.0281 0.216
44 CapitalGainPositive sex_Male 0.0648 0.0648 0.266 0.216
43 CapitalGainPositive sex_Female -0.0648 0.0648 0.266 -0.216
2065 occupation_Exec-managerial occupation_Tech-support -0.0647 0.0647 0.215 0.0257
1357 marital-status_Married-civ-spouse education-numGRP_4_[8,10] -0.0644 0.0644 0.445 -0.176
1808 occupation_Adm-clerical occupation_Farming-fishing -0.0642 0.0642 -0.09 -0.0519
423 workclass_Local-gov occupation_? -0.0642 0.0642 0.0331 -0.0786
208 workclass_? workclass_Local-gov -0.0641 0.0641 -0.0782 0.0331
1561 marital-status_Separated relationship_Not-in-family 0.064 0.064 -0.0744 -0.189
2216 occupation_Farming-fishing hours-per-weekGRP_2_[20,40] -0.0639 0.0639 -0.0519 -0.153
502 workclass_Local-gov education-numGRP_4_[8,10] -0.0638 0.0638 0.0331 -0.176
699 workclass_Private education-numGRP_4_[8,10] 0.0634 0.0634 -0.0785 -0.176
3097 relationship_Other-relative ageGRP_1_[0,20] 0.0634 0.0634 -0.0837 -0.159
2145 occupation_Farming-fishing occupation_Sales -0.063 0.063 -0.0519 0.0237
92 CapitalGainPositive ageGRP_6_[60,INF) 0.0628 0.0628 0.266 -0.00294
25 CapitalGainPositive occupation_Other-service -0.0628 0.0628 0.266 -0.156
1725 occupation_? occupation_Machine-op-inspct -0.0627 0.0627 -0.0786 -0.0694
229 workclass_? occupation_Machine-op-inspct -0.0626 0.0626 -0.0782 -0.0694
5436 education-numGRP_4_[8,10] hours-per-weekGRP_3_[40,50] -0.0624 0.0624 -0.176 0.172
798 workclass_Self-emp-inc education-numGRP_6_[13,16) 0.0623 0.0623 0.139 0.269
3098 relationship_Other-relative ageGRP_2_[20,30] 0.0622 0.0622 -0.0837 -0.213
1816 occupation_Adm-clerical occupation_Tech-support -0.062 0.062 -0.09 0.0257
100 CapitalGainPositive hours-per-weekGRP_2_[20,40] -0.0617 0.0617 0.266 -0.153
638 workclass_Private relationship_Own-child 0.0617 0.0617 -0.0785 -0.229
2284 occupation_Handlers-cleaners ageGRP_2_[20,30] 0.0616 0.0616 -0.0873 -0.213
5338 ageGRP_1_[0,20] hours-per-weekGRP_4_[50,60] -0.0615 0.0615 -0.159 0.131
87 CapitalGainPositive ageGRP_1_[0,20] -0.0614 0.0614 0.266 -0.159
2371 occupation_Machine-op-inspct education-numGRP_4_[8,10] 0.0614 0.0614 -0.0694 -0.176
883 workclass_Self-emp-not-inc ageGRP_1_[0,20] -0.0613 0.0613 0.03 -0.159
2898 occupation_Transport-moving education-numGRP_6_[13,16) -0.0612 0.0612 -0.0215 0.269
3486 race_Black native-country_Trinadad&Tobago 0.0612 0.0612 -0.0891 -0.00766
101 CapitalGainPositive hours-per-weekGRP_3_[40,50] 0.0611 0.0611 0.266 0.172
2685 occupation_Sales occupation_Tech-support -0.0609 0.0609 0.0237 0.0257
430 workclass_Local-gov occupation_Machine-op-inspct -0.0608 0.0608 0.0331 -0.0694
5005 native-country_Outlying-US(Guam-USVI-etc) native-country_United-States -0.0608 0.0608 -0.0117 0.0345
3046 relationship_Other-relative relationship_Unmarried -0.0606 0.0606 -0.0837 -0.143
2607 occupation_Prof-specialty hours-per-weekGRP_3_[40,50] 0.0606 0.0606 0.186 0.172
2596 occupation_Prof-specialty ageGRP_4_[40,50] 0.0604 0.0604 0.186 0.17
2294 occupation_Handlers-cleaners education-numGRP_6_[13,16) -0.0604 0.0604 -0.0873 0.269
1879 occupation_Adm-clerical education-numGRP_1_[1,4] -0.0603 0.0603 -0.09 -0.0835
2128 occupation_Exec-managerial education-numGRP_1_[1,4] -0.0601 0.0601 0.215 -0.0835
522 workclass_Never-worked occupation_? 0.0599 0.0599 -0.00826 -0.0786
2141 occupation_Farming-fishing occupation_Other-service -0.0595 0.0595 -0.0519 -0.156
804 workclass_Self-emp-not-inc workclass_State-gov -0.0593 0.0593 0.03 0.0148
887 workclass_Self-emp-not-inc ageGRP_5_[50,60] 0.0591 0.0591 0.03 0.119
3380 race_Asian-Pac-Islander race_Black -0.0591 0.0591 0.0105 -0.0891
5453 hours-per-weekGRP_1_[0,20] hours-per-weekGRP_5_[60,INF) -0.059 0.059 -0.128 0.0541
3038 relationship_Not-in-family education-numGRP_5_[10,13] 0.0588 0.0588 -0.189 0.163
1207 marital-status_Married-AF-spouse relationship_Wife 0.0588 0.0588 0.0121 0.123
4579 native-country_Honduras native-country_United-States -0.0586 0.0586 -0.00766 0.0345
4660 native-country_Hungary native-country_United-States -0.0586 0.0586 -0.00047 0.0345
836 workclass_Self-emp-not-inc race_Black -0.0586 0.0586 0.03 -0.0891
3235 relationship_Unmarried ageGRP_4_[40,50] 0.0586 0.0586 -0.143 0.17
3609 race_White native-country_Trinadad&Tobago -0.0585 0.0585 0.0852 -0.00766
3572 race_White native-country_Cambodia -0.0585 0.0585 0.0852 0.00721
4957 native-country_Mexico education-numGRP_5_[10,13] -0.0585 0.0585 -0.0629 0.163
1422 marital-status_Married-spouse-absent native-country_Mexico 0.0583 0.0583 -0.0425 -0.0629
2437 occupation_Other-service native-country_United-States -0.0583 0.0583 -0.156 0.0345
2606 occupation_Prof-specialty hours-per-weekGRP_2_[20,40] -0.0583 0.0583 0.186 -0.153
5379 ageGRP_4_[40,50] hours-per-weekGRP_3_[40,50] 0.0582 0.0582 0.17 0.172
1708 marital-status_Widowed education-numGRP_1_[1,4] 0.0582 0.0582 -0.0644 -0.0835
3674 sex_Female ageGRP_2_[20,30] 0.0581 0.0581 -0.216 -0.213
3733 sex_Male ageGRP_2_[20,30] -0.0581 0.0581 0.216 -0.213
5389 ageGRP_5_[50,60] hours-per-weekGRP_1_[0,20] -0.0581 0.0581 0.119 -0.128
2306 occupation_Machine-op-inspct occupation_Transport-moving -0.0581 0.0581 -0.0694 -0.0215
5124 native-country_Portugal education-numGRP_1_[1,4] 0.0578 0.0578 -0.0105 -0.0835
5409 education-numGRP_1_[1,4] education-numGRP_6_[13,16) -0.0576 0.0576 -0.0835 0.269
1364 marital-status_Married-civ-spouse hours-per-weekGRP_5_[60,INF) 0.0575 0.0575 0.445 0.0541
2455 occupation_Other-service hours-per-weekGRP_4_[50,60] -0.0575 0.0575 -0.156 0.131
2443 occupation_Other-service ageGRP_4_[40,50] -0.0575 0.0575 -0.156 0.17
2383 occupation_Other-service occupation_Tech-support -0.0575 0.0575 -0.156 0.0257
1177 marital-status_Divorced hours-per-weekGRP_1_[0,20] -0.0574 0.0574 -0.127 -0.128
820 workclass_Self-emp-not-inc occupation_Machine-op-inspct -0.0573 0.0573 0.03 -0.0694
2967 relationship_Husband education-numGRP_4_[8,10] -0.0573 0.0573 0.401 -0.176
117 CapitalLossPositive marital-status_Never-married -0.0572 0.0572 0.139 -0.318
5440 education-numGRP_5_[10,13] hours-per-weekGRP_1_[0,20] -0.057 0.057 0.163 -0.128
3596 race_White native-country_Laos -0.0569 0.0569 0.0852 -0.00713
5402 ageGRP_6_[60,INF) hours-per-weekGRP_3_[40,50] -0.0568 0.0568 -0.00294 0.172
693 workclass_Private ageGRP_4_[40,50] -0.0567 0.0567 -0.0785 0.17
2742 occupation_Sales ageGRP_1_[0,20] 0.0565 0.0565 0.0237 -0.159
5164 native-country_Scotland native-country_United-States -0.0563 0.0563 0.00041 0.0345
1989 occupation_Craft-repair relationship_Unmarried -0.0562 0.0562 -0.0126 -0.143
1278 marital-status_Married-civ-spouse occupation_? -0.0562 0.0562 0.445 -0.0786
2462 occupation_Priv-house-serv relationship_Husband -0.056 0.056 -0.0371 0.401
3501 race_Black education-numGRP_6_[13,16) -0.0559 0.0559 -0.0891 0.269
3298 relationship_Wife ageGRP_1_[0,20] -0.0559 0.0559 0.123 -0.159
2374 occupation_Machine-op-inspct hours-per-weekGRP_1_[0,20] -0.0559 0.0559 -0.0694 -0.128
1471 marital-status_Never-married occupation_Transport-moving -0.0557 0.0557 -0.318 -0.0215
217 workclass_? marital-status_Married-civ-spouse -0.0557 0.0557 -0.0782 0.445
1732 occupation_? occupation_Transport-moving -0.0556 0.0556 -0.0786 -0.0215
838 workclass_Self-emp-not-inc race_White 0.0556 0.0556 0.03 0.0852
236 workclass_? occupation_Transport-moving -0.0555 0.0555 -0.0782 -0.0215
5223 native-country_Taiwan education-numGRP_6_[13,16) 0.0555 0.0555 0.014 0.269
496 workclass_Local-gov ageGRP_4_[40,50] 0.0553 0.0553 0.0331 0.17
5429 education-numGRP_3_[6,8] hours-per-weekGRP_3_[40,50] -0.0551 0.0551 -0.0975 0.172
2148 occupation_Farming-fishing relationship_Husband 0.055 0.055 -0.0519 0.401
5449 education-numGRP_6_[13,16) hours-per-weekGRP_5_[60,INF) 0.0549 0.0549 0.269 0.0541
707 workclass_Self-emp-inc workclass_Self-emp-not-inc -0.0548 0.0548 0.139 0.03
735 workclass_Self-emp-inc relationship_Own-child -0.0548 0.0548 0.139 -0.229
2369 occupation_Machine-op-inspct education-numGRP_2_[4,6] 0.0546 0.0546 -0.0694 -0.0904
5459 hours-per-weekGRP_4_[50,60] hours-per-weekGRP_5_[60,INF) -0.0546 0.0546 0.131 0.0541
2042 occupation_Craft-repair ageGRP_3_[30,40] 0.0545 0.0545 -0.0126 0.0568
2534 occupation_Prof-specialty occupation_Protective-serv -0.0544 0.0544 0.186 0.0281
4819 native-country_Italy education-numGRP_1_[1,4] 0.0543 0.0543 0.0113 -0.0835
5441 education-numGRP_5_[10,13] hours-per-weekGRP_2_[20,40] -0.0543 0.0543 0.163 -0.153
1981 occupation_Craft-repair occupation_Protective-serv -0.0541 0.0541 -0.0126 0.0281
2387 occupation_Other-service relationship_Other-relative 0.0541 0.0541 -0.156 -0.0837
3558 race_Other education-numGRP_1_[1,4] 0.054 0.054 -0.0318 -0.0835
335 workclass_Federal-gov occupation_Sales -0.0539 0.0539 0.0594 0.0237
2063 occupation_Exec-managerial occupation_Protective-serv -0.0539 0.0539 0.215 0.0281
1880 occupation_Adm-clerical education-numGRP_2_[4,6] -0.0538 0.0538 -0.09 -0.0904
2453 occupation_Other-service hours-per-weekGRP_2_[20,40] 0.0538 0.0538 -0.156 -0.153
2220 occupation_Handlers-cleaners occupation_Machine-op-inspct -0.0536 0.0536 -0.0873 -0.0694
1402 marital-status_Married-spouse-absent native-country_Dominican-Republic 0.0536 0.0536 -0.0425 -0.023
801 workclass_Self-emp-inc hours-per-weekGRP_3_[40,50] 0.0535 0.0535 0.139 0.172
2449 occupation_Other-service education-numGRP_4_[8,10] 0.0535 0.0535 -0.156 -0.176
414 workclass_Local-gov workclass_State-gov -0.0534 0.0534 0.0331 0.0148
702 workclass_Private hours-per-weekGRP_1_[0,20] -0.0532 0.0532 -0.0785 -0.128
1162 marital-status_Divorced native-country_United-States 0.0532 0.0532 -0.127 0.0345
1169 marital-status_Divorced ageGRP_5_[50,60] 0.0532 0.0532 -0.127 0.119
1476 marital-status_Never-married relationship_Unmarried -0.0531 0.0531 -0.318 -0.143
3103 relationship_Other-relative education-numGRP_1_[1,4] 0.0531 0.0531 -0.0837 -0.0835
3588 race_White native-country_Hong -0.053 0.053 0.0852 0.00343
4954 native-country_Mexico education-numGRP_2_[4,6] 0.0529 0.0529 -0.0629 -0.0904
2756 occupation_Sales hours-per-weekGRP_3_[40,50] 0.0525 0.0525 0.0237 0.172
5388 ageGRP_5_[50,60] education-numGRP_6_[13,16) 0.0525 0.0525 0.119 0.269
790 workclass_Self-emp-inc ageGRP_4_[40,50] 0.0525 0.0525 0.139 0.17
5373 ageGRP_4_[40,50] education-numGRP_3_[6,8] -0.0524 0.0524 0.17 -0.0975
819 workclass_Self-emp-not-inc occupation_Handlers-cleaners -0.0524 0.0524 0.03 -0.0873
4948 native-country_Mexico ageGRP_2_[20,30] 0.0524 0.0524 -0.0629 -0.213
2406 occupation_Other-service native-country_El-Salvador 0.0523 0.0523 -0.156 -0.0208
4123 native-country_Dominican-Republic education-numGRP_1_[1,4] 0.0523 0.0523 -0.023 -0.0835
3049 relationship_Other-relative race_Asian-Pac-Islander 0.0518 0.0518 -0.0837 0.0105
718 workclass_Self-emp-inc occupation_Adm-clerical -0.0518 0.0518 0.139 -0.09
97 CapitalGainPositive education-numGRP_5_[10,13] 0.0518 0.0518 0.266 0.163
3514 race_Other native-country_Columbia 0.0517 0.0517 -0.0318 -0.0206
1167 marital-status_Divorced ageGRP_3_[30,40] 0.0516 0.0516 -0.127 0.0568
493 workclass_Local-gov ageGRP_1_[0,20] -0.0516 0.0516 0.0331 -0.159
1814 occupation_Adm-clerical occupation_Protective-serv -0.0516 0.0516 -0.09 0.0281
1724 occupation_? occupation_Handlers-cleaners -0.0513 0.0513 -0.0786 -0.0873
228 workclass_? occupation_Handlers-cleaners -0.0512 0.0512 -0.0782 -0.0873
1393 marital-status_Married-spouse-absent race_White -0.0511 0.0511 -0.0425 0.0852
1889 occupation_Adm-clerical hours-per-weekGRP_5_[60,INF) -0.051 0.051 -0.09 0.0541
348 workclass_Federal-gov race_White -0.051 0.051 0.0594 0.0852
5347 ageGRP_2_[20,30] education-numGRP_4_[8,10] 0.0508 0.0508 -0.213 -0.176
911 workclass_State-gov occupation_Craft-repair -0.0508 0.0508 0.0148 -0.0126
2753 occupation_Sales education-numGRP_6_[13,16) -0.0507 0.0507 0.0237 0.269
313 workclass_Federal-gov workclass_Self-emp-not-inc -0.0507 0.0507 0.0594 0.03
2610 occupation_Protective-serv occupation_Sales -0.0507 0.0507 0.0281 0.0237
1995 occupation_Craft-repair race_White 0.0505 0.0505 -0.0126 0.0852
909 workclass_State-gov occupation_Adm-clerical 0.0504 0.0504 0.0148 -0.09
674 workclass_Private native-country_Mexico 0.0503 0.0503 -0.0785 -0.0629
406 workclass_Federal-gov hours-per-weekGRP_2_[20,40] 0.0503 0.0503 0.0594 -0.153
1553 marital-status_Separated occupation_Other-service 0.0503 0.0503 -0.0744 -0.156
1284 marital-status_Married-civ-spouse occupation_Handlers-cleaners -0.0501 0.0501 0.445 -0.0873
1798 occupation_? education-numGRP_5_[10,13] -0.05 0.05 -0.0786 0.163
1540 marital-status_Never-married hours-per-weekGRP_2_[20,40] 0.05 0.05 -0.318 -0.153
908 workclass_State-gov occupation_? -0.0499 0.0499 0.0148 -0.0786
213 workclass_? workclass_State-gov -0.0498 0.0498 -0.0782 0.0148
302 workclass_? education-numGRP_5_[10,13] -0.0496 0.0496 -0.0782 0.163
3608 race_White native-country_Thailand -0.0495 0.0495 0.0852 -0.00408
2546 occupation_Prof-specialty race_Black -0.0495 0.0495 0.186 -0.0891
1702 marital-status_Widowed ageGRP_1_[0,20] -0.0495 0.0495 -0.0644 -0.159
2045 occupation_Craft-repair ageGRP_6_[60,INF) -0.0494 0.0494 -0.0126 -0.00294
412 workclass_Local-gov workclass_Self-emp-inc -0.0494 0.0494 0.0331 0.139
5415 education-numGRP_2_[4,6] education-numGRP_3_[6,8] -0.0491 0.0491 -0.0904 -0.0975
1821 occupation_Adm-clerical relationship_Own-child 0.049 0.049 -0.09 -0.229
5383 ageGRP_5_[50,60] education-numGRP_1_[1,4] 0.0489 0.0489 0.119 -0.0835
2326 occupation_Machine-op-inspct native-country_Dominican-Republic 0.0488 0.0488 -0.0694 -0.023
5332 ageGRP_1_[0,20] education-numGRP_4_[8,10] 0.0488 0.0488 -0.159 -0.176
2613 occupation_Protective-serv relationship_Husband 0.0488 0.0488 0.0281 0.401
3500 race_Black education-numGRP_5_[10,13] -0.0488 0.0488 -0.0891 0.163
3171 relationship_Own-child education-numGRP_1_[1,4] -0.0485 0.0485 -0.229 -0.0835
138 CapitalLossPositive relationship_Own-child -0.0484 0.0484 0.139 -0.229
2903 occupation_Transport-moving hours-per-weekGRP_5_[60,INF) 0.0482 0.0482 -0.0215 0.0541
2346 occupation_Machine-op-inspct native-country_Mexico 0.0482 0.0482 -0.0694 -0.0629
740 workclass_Self-emp-inc race_Black -0.0482 0.0482 0.139 -0.0891
725 workclass_Self-emp-inc occupation_Other-service -0.0481 0.0481 0.139 -0.156
705 workclass_Private hours-per-weekGRP_4_[50,60] -0.0481 0.0481 -0.0785 0.131
1533 marital-status_Never-married education-numGRP_1_[1,4] -0.048 0.048 -0.318 -0.0835
1007 workclass_Without-pay occupation_Farming-fishing 0.048 0.048 -0.0117 -0.0519
1287 marital-status_Married-civ-spouse occupation_Priv-house-serv -0.048 0.048 0.445 -0.0371
2381 occupation_Other-service occupation_Protective-serv -0.0478 0.0478 -0.156 0.0281
1874 occupation_Adm-clerical ageGRP_2_[20,30] 0.0478 0.0478 -0.09 -0.213
3234 relationship_Unmarried ageGRP_3_[30,40] 0.0478 0.0478 -0.143 0.0568
1716 marital-status_Widowed hours-per-weekGRP_3_[40,50] -0.0477 0.0477 -0.0644 0.172
5348 ageGRP_2_[20,30] education-numGRP_5_[10,13] 0.0476 0.0476 -0.213 0.163
2227 occupation_Handlers-cleaners occupation_Transport-moving -0.0476 0.0476 -0.0873 -0.0215
5285 native-country_United-States hours-per-weekGRP_2_[20,40] -0.0475 0.0475 0.0345 -0.153
2446 occupation_Other-service education-numGRP_1_[1,4] 0.0475 0.0475 -0.156 -0.0835
346 workclass_Federal-gov race_Black 0.0474 0.0474 0.0594 -0.0891
102 CapitalGainPositive hours-per-weekGRP_4_[50,60] 0.0473 0.0473 0.266 0.131
1358 marital-status_Married-civ-spouse education-numGRP_5_[10,13] 0.0473 0.0473 0.445 0.163
191 CapitalLossPositive ageGRP_2_[20,30] -0.0473 0.0473 0.139 -0.213
634 workclass_Private occupation_Transport-moving 0.0473 0.0473 -0.0785 -0.0215
1543 marital-status_Never-married hours-per-weekGRP_5_[60,INF) -0.0473 0.0473 -0.318 0.0541
2296 occupation_Handlers-cleaners hours-per-weekGRP_2_[20,40] 0.0473 0.0473 -0.0873 -0.153
2267 occupation_Handlers-cleaners native-country_Mexico 0.0472 0.0472 -0.0873 -0.0629
1457 marital-status_Never-married occupation_? 0.0471 0.0471 -0.318 -0.0786
5353 ageGRP_2_[20,30] hours-per-weekGRP_4_[50,60] -0.0471 0.0471 -0.213 0.131
3436 race_Asian-Pac-Islander education-numGRP_4_[8,10] -0.0469 0.0469 0.0105 -0.176
1993 occupation_Craft-repair race_Black -0.0469 0.0469 -0.0126 -0.0891
5380 ageGRP_4_[40,50] hours-per-weekGRP_4_[50,60] 0.0469 0.0469 0.17 0.131
3063 relationship_Other-relative native-country_El-Salvador 0.0467 0.0467 -0.0837 -0.0208
3181 relationship_Own-child hours-per-weekGRP_5_[60,INF) -0.0466 0.0466 -0.229 0.0541
2757 occupation_Sales hours-per-weekGRP_4_[50,60] 0.0465 0.0465 0.0237 0.131
219 workclass_? marital-status_Never-married 0.0464 0.0464 -0.0782 -0.318
2543 occupation_Prof-specialty relationship_Wife 0.0464 0.0464 0.186 0.123
1444 marital-status_Married-spouse-absent education-numGRP_1_[1,4] 0.0463 0.0463 -0.0425 -0.0835
1641 marital-status_Widowed occupation_Priv-house-serv 0.0462 0.0462 -0.0644 -0.0371
717 workclass_Self-emp-inc occupation_? -0.0461 0.0461 0.139 -0.0786
2075 occupation_Exec-managerial race_Black -0.0461 0.0461 0.215 -0.0891
211 workclass_? workclass_Self-emp-inc -0.0461 0.0461 -0.0782 0.139
2501 occupation_Priv-house-serv native-country_Mexico 0.046 0.046 -0.0371 -0.0629
124 CapitalLossPositive occupation_Exec-managerial 0.046 0.046 0.139 0.215
3107 relationship_Other-relative education-numGRP_5_[10,13] -0.0459 0.0459 -0.0837 0.163
1795 occupation_? education-numGRP_2_[4,6] 0.0459 0.0459 -0.0786 -0.0904
1174 marital-status_Divorced education-numGRP_4_[8,10] 0.0457 0.0457 -0.127 -0.176
309 workclass_Federal-gov workclass_Local-gov -0.0457 0.0457 0.0594 0.0331
5437 education-numGRP_4_[8,10] hours-per-weekGRP_4_[50,60] -0.0456 0.0456 -0.176 0.131
3505 race_Black hours-per-weekGRP_4_[50,60] -0.0456 0.0456 -0.0891 0.131
2539 occupation_Prof-specialty relationship_Not-in-family 0.0455 0.0455 0.186 -0.189
2570 occupation_Prof-specialty native-country_India 0.0455 0.0455 0.186 0.0207
2053 occupation_Craft-repair hours-per-weekGRP_2_[20,40] 0.0454 0.0454 -0.0126 -0.153
2077 occupation_Exec-managerial race_White 0.0454 0.0454 0.215 0.0852
2140 occupation_Farming-fishing occupation_Machine-op-inspct -0.0454 0.0454 -0.0519 -0.0694
1091 marital-status_Divorced marital-status_Married-spouse-absent -0.0453 0.0453 -0.127 -0.0425
1640 marital-status_Widowed occupation_Other-service 0.0453 0.0453 -0.0644 -0.156
1635 marital-status_Widowed occupation_Craft-repair -0.0452 0.0452 -0.0644 -0.0126
733 workclass_Self-emp-inc relationship_Not-in-family -0.0452 0.0452 0.139 -0.189
5149 native-country_Puerto-Rico education-numGRP_1_[1,4] 0.0451 0.0451 -0.0188 -0.0835
692 workclass_Private ageGRP_3_[30,40] 0.045 0.045 -0.0785 0.0568
3068 relationship_Other-relative native-country_Guatemala 0.0449 0.0449 -0.0837 -0.0201
299 workclass_? education-numGRP_2_[4,6] 0.0449 0.0449 -0.0782 -0.0904
5339 ageGRP_1_[0,20] hours-per-weekGRP_5_[60,INF) -0.0447 0.0447 -0.159 0.0541
629 workclass_Private occupation_Priv-house-serv 0.0447 0.0447 -0.0785 -0.0371
3499 race_Black education-numGRP_4_[8,10] 0.0446 0.0446 -0.0891 -0.176
2289 occupation_Handlers-cleaners education-numGRP_1_[1,4] 0.0446 0.0446 -0.0873 -0.0835
2359 occupation_Machine-op-inspct native-country_United-States -0.0446 0.0446 -0.0694 0.0345
3628 race_White hours-per-weekGRP_4_[50,60] 0.0446 0.0446 0.0852 0.131
3438 race_Asian-Pac-Islander education-numGRP_6_[13,16) 0.0446 0.0446 0.0105 0.269
2230 occupation_Handlers-cleaners relationship_Other-relative 0.0445 0.0445 -0.0873 -0.0837
1986 occupation_Craft-repair relationship_Not-in-family -0.0445 0.0445 -0.0126 -0.189
791 workclass_Self-emp-inc ageGRP_5_[50,60] 0.0444 0.0444 0.139 0.119
1628 marital-status_Separated hours-per-weekGRP_2_[20,40] 0.0444 0.0444 -0.0744 -0.153
3100 relationship_Other-relative ageGRP_4_[40,50] -0.0444 0.0444 -0.0837 0.17
426 workclass_Local-gov occupation_Craft-repair -0.0444 0.0444 0.0331 -0.0126
1819 occupation_Adm-clerical relationship_Not-in-family 0.0444 0.0444 -0.09 -0.189
336 workclass_Federal-gov occupation_Tech-support 0.0443 0.0443 0.0594 0.0257
3031 relationship_Not-in-family ageGRP_4_[40,50] -0.0443 0.0443 -0.189 0.17
2106 occupation_Exec-managerial native-country_Mexico -0.0443 0.0443 0.215 -0.0629
130 CapitalLossPositive occupation_Prof-specialty 0.0441 0.0441 0.139 0.186
2483 occupation_Priv-house-serv native-country_El-Salvador 0.0441 0.0441 -0.0371 -0.0208
2290 occupation_Handlers-cleaners education-numGRP_2_[4,6] 0.0439 0.0439 -0.0873 -0.0904
2305 occupation_Machine-op-inspct occupation_Tech-support -0.0438 0.0438 -0.0694 0.0257
5367 ageGRP_3_[30,40] hours-per-weekGRP_4_[50,60] 0.0438 0.0438 0.0568 0.131
503 workclass_Local-gov education-numGRP_5_[10,13] 0.0438 0.0438 0.0331 0.163
2214 occupation_Farming-fishing education-numGRP_6_[13,16) -0.0438 0.0438 -0.0519 0.269
3437 race_Asian-Pac-Islander education-numGRP_5_[10,13] 0.0438 0.0438 0.0105 0.163
3241 relationship_Unmarried education-numGRP_4_[8,10] 0.0437 0.0437 -0.143 -0.176
915 workclass_State-gov occupation_Machine-op-inspct -0.0437 0.0437 0.0148 -0.0694
5406 education-numGRP_1_[1,4] education-numGRP_3_[6,8] -0.0435 0.0435 -0.0835 -0.0975
5398 ageGRP_6_[60,INF) education-numGRP_5_[10,13] -0.0435 0.0435 -0.00294 0.163
3233 relationship_Unmarried ageGRP_2_[20,30] -0.0435 0.0435 -0.143 -0.213
1723 occupation_? occupation_Farming-fishing -0.0435 0.0435 -0.0786 -0.0519
2126 occupation_Exec-managerial ageGRP_5_[50,60] 0.0434 0.0434 0.215 0.119
227 workclass_? occupation_Farming-fishing -0.0434 0.0434 -0.0782 -0.0519
1803 occupation_? hours-per-weekGRP_4_[50,60] -0.0433 0.0433 -0.0786 0.131
3684 sex_Female education-numGRP_6_[13,16) -0.0433 0.0433 -0.216 0.269
3743 sex_Male education-numGRP_6_[13,16) 0.0433 0.0433 0.216 0.269
3474 race_Black native-country_Mexico -0.0432 0.0432 -0.0891 -0.0629
687 workclass_Private native-country_United-States -0.0432 0.0432 -0.0785 0.0345
5360 ageGRP_3_[30,40] education-numGRP_3_[6,8] -0.0432 0.0432 0.0568 -0.0975
307 workclass_? hours-per-weekGRP_4_[50,60] -0.0432 0.0432 -0.0782 0.131
4711 native-country_India education-numGRP_4_[8,10] -0.0431 0.0431 0.0207 -0.176
1390 marital-status_Married-spouse-absent race_Asian-Pac-Islander 0.0429 0.0429 -0.0425 0.0105
3247 relationship_Unmarried hours-per-weekGRP_4_[50,60] -0.0429 0.0429 -0.143 0.131
621 workclass_Private occupation_Adm-clerical 0.0429 0.0429 -0.0785 -0.09
2377 occupation_Machine-op-inspct hours-per-weekGRP_4_[50,60] -0.0428 0.0428 -0.0694 0.131
341 workclass_Federal-gov relationship_Own-child -0.0428 0.0428 0.0594 -0.229
323 workclass_Federal-gov occupation_? -0.0427 0.0427 0.0594 -0.0786
3050 relationship_Other-relative race_Black 0.0426 0.0426 -0.0837 -0.0891
207 workclass_? workclass_Federal-gov -0.0426 0.0426 -0.0782 0.0594
394 workclass_Federal-gov ageGRP_2_[20,30] -0.0426 0.0426 0.0594 -0.213
5358 ageGRP_3_[30,40] education-numGRP_1_[1,4] -0.0424 0.0424 0.0568 -0.0835
3069 relationship_Other-relative native-country_Haiti 0.0424 0.0424 -0.0837 -0.0129
5443 education-numGRP_5_[10,13] hours-per-weekGRP_4_[50,60] 0.0424 0.0424 0.163 0.131
2424 occupation_Other-service native-country_Mexico 0.0424 0.0424 -0.156 -0.0629
832 workclass_Self-emp-not-inc relationship_Unmarried -0.0424 0.0424 0.03 -0.143
3677 sex_Female ageGRP_5_[50,60] -0.0423 0.0423 -0.216 0.119
3736 sex_Male ageGRP_5_[50,60] 0.0423 0.0423 0.216 0.119
1149 marital-status_Divorced native-country_Mexico -0.0423 0.0423 -0.127 -0.0629
2577 occupation_Prof-specialty native-country_Mexico -0.0422 0.0422 0.186 -0.0629
1283 marital-status_Married-civ-spouse occupation_Farming-fishing 0.0422 0.0422 0.445 -0.0519
3497 race_Black education-numGRP_2_[4,6] 0.0421 0.0421 -0.0891 -0.0904
396 workclass_Federal-gov ageGRP_4_[40,50] 0.0421 0.0421 0.0594 0.17
2748 occupation_Sales education-numGRP_1_[1,4] -0.042 0.042 0.0237 -0.0835
2752 occupation_Sales education-numGRP_5_[10,13] 0.042 0.042 0.0237 0.163
1731 occupation_? occupation_Tech-support -0.042 0.042 -0.0786 0.0257
235 workclass_? occupation_Tech-support -0.0419 0.0419 -0.0782 0.0257
3162 relationship_Own-child native-country_United-States 0.0418 0.0418 -0.229 0.0345
1826 occupation_Adm-clerical race_Black 0.0418 0.0418 -0.09 -0.0891
420 workclass_Local-gov marital-status_Never-married -0.0418 0.0418 0.0331 -0.318
4960 native-country_Mexico hours-per-weekGRP_2_[20,40] 0.0418 0.0418 -0.0629 -0.153
1796 occupation_? education-numGRP_3_[6,8] 0.0417 0.0417 -0.0786 -0.0975
698 workclass_Private education-numGRP_3_[6,8] 0.0417 0.0417 -0.0785 -0.0975
2286 occupation_Handlers-cleaners ageGRP_4_[40,50] -0.0417 0.0417 -0.0873 0.17
1615 marital-status_Separated ageGRP_1_[0,20] -0.0416 0.0416 -0.0744 -0.159
199 CapitalLossPositive education-numGRP_4_[8,10] -0.0415 0.0415 0.139 -0.176
5372 ageGRP_4_[40,50] education-numGRP_2_[4,6] -0.0415 0.0415 0.17 -0.0904
3246 relationship_Unmarried hours-per-weekGRP_3_[40,50] -0.0415 0.0415 -0.143 0.172
742 workclass_Self-emp-inc race_White 0.0415 0.0415 0.139 0.0852
3108 relationship_Other-relative education-numGRP_6_[13,16) -0.0414 0.0414 -0.0837 0.269
300 workclass_? education-numGRP_3_[6,8] 0.0414 0.0414 -0.0782 -0.0975
1178 marital-status_Divorced hours-per-weekGRP_2_[20,40] 0.0414 0.0414 -0.127 -0.153
147 CapitalLossPositive sex_Male 0.0413 0.0413 0.139 0.216
146 CapitalLossPositive sex_Female -0.0413 0.0413 0.139 -0.216
792 workclass_Self-emp-inc ageGRP_6_[60,INF) 0.0413 0.0413 0.139 -0.00294
5405 education-numGRP_1_[1,4] education-numGRP_2_[4,6] -0.0412 0.0412 -0.0835 -0.0904
1288 marital-status_Married-civ-spouse occupation_Prof-specialty 0.041 0.041 0.445 0.186
787 workclass_Self-emp-inc ageGRP_1_[0,20] -0.041 0.041 0.139 -0.159
90 CapitalGainPositive ageGRP_4_[40,50] 0.041 0.041 0.266 0.17
494 workclass_Local-gov ageGRP_2_[20,30] -0.0409 0.0409 0.0331 -0.213
128 CapitalLossPositive occupation_Other-service -0.0409 0.0409 0.139 -0.156
2287 occupation_Handlers-cleaners ageGRP_5_[50,60] -0.0408 0.0408 -0.0873 0.119
3741 sex_Male education-numGRP_4_[8,10] -0.0407 0.0407 0.216 -0.176
3682 sex_Female education-numGRP_4_[8,10] 0.0407 0.0407 -0.216 -0.176
3735 sex_Male ageGRP_4_[40,50] 0.0407 0.0407 0.216 0.17
3676 sex_Female ageGRP_4_[40,50] -0.0407 0.0407 -0.216 0.17
1565 marital-status_Separated relationship_Wife -0.0406 0.0406 -0.0744 0.123
2069 occupation_Exec-managerial relationship_Other-relative -0.0405 0.0405 0.215 -0.0837
619 workclass_Private marital-status_Widowed -0.0405 0.0405 -0.0785 -0.0644
2218 occupation_Farming-fishing hours-per-weekGRP_4_[50,60] 0.0404 0.0404 -0.0519 0.131
5401 ageGRP_6_[60,INF) hours-per-weekGRP_2_[20,40] -0.0404 0.0404 -0.00294 -0.153
5374 ageGRP_4_[40,50] education-numGRP_4_[8,10] -0.0404 0.0404 0.17 -0.176
2147 occupation_Farming-fishing occupation_Transport-moving -0.0403 0.0403 -0.0519 -0.0215
3054 relationship_Other-relative sex_Male -0.0403 0.0403 -0.0837 0.216
3053 relationship_Other-relative sex_Female 0.0403 0.0403 -0.0837 -0.216
193 CapitalLossPositive ageGRP_4_[40,50] 0.0402 0.0402 0.139 0.17
2208 occupation_Farming-fishing ageGRP_6_[60,INF) 0.04 0.04 -0.0519 -0.00294
1652 marital-status_Widowed relationship_Wife -0.0399 0.0399 -0.0644 0.123
2213 occupation_Farming-fishing education-numGRP_5_[10,13] -0.0398 0.0398 -0.0519 0.163
2837 occupation_Transport-moving relationship_Wife -0.0398 0.0398 -0.0215 0.123
2292 occupation_Handlers-cleaners education-numGRP_4_[8,10] 0.0398 0.0398 -0.0873 -0.176
3047 relationship_Other-relative relationship_Wife -0.0396 0.0396 -0.0837 0.123
3095 relationship_Other-relative native-country_Vietnam 0.0396 0.0396 -0.0837 -0.0176
690 workclass_Private ageGRP_1_[0,20] 0.0394 0.0394 -0.0785 -0.159
3051 relationship_Other-relative race_Other 0.0392 0.0392 -0.0837 -0.0318
1617 marital-status_Separated ageGRP_3_[30,40] 0.0392 0.0392 -0.0744 0.0568
3577 race_White native-country_Dominican-Republic -0.0391 0.0391 0.0852 -0.023
724 workclass_Self-emp-inc occupation_Machine-op-inspct -0.0391 0.0391 0.139 -0.0694
3537 race_Other native-country_Nicaragua 0.0389 0.0389 -0.0318 -0.0138
2759 occupation_Tech-support occupation_Transport-moving -0.0389 0.0389 0.0257 -0.0215
3242 relationship_Unmarried education-numGRP_5_[10,13] -0.0388 0.0388 -0.143 0.163
3734 sex_Male ageGRP_3_[30,40] 0.0387 0.0387 0.216 0.0568
3675 sex_Female ageGRP_3_[30,40] -0.0387 0.0387 -0.216 0.0568
1394 marital-status_Married-spouse-absent sex_Female 0.0387 0.0387 -0.0425 -0.216
894 workclass_Self-emp-not-inc education-numGRP_6_[13,16) 0.0387 0.0387 0.03 0.269
1395 marital-status_Married-spouse-absent sex_Male -0.0387 0.0387 -0.0425 0.216
2464 occupation_Priv-house-serv relationship_Other-relative 0.0386 0.0386 -0.0371 -0.0837
1712 marital-status_Widowed education-numGRP_5_[10,13] -0.0385 0.0385 -0.0644 0.163
897 workclass_Self-emp-not-inc hours-per-weekGRP_3_[40,50] 0.0384 0.0384 0.03 0.172
5445 education-numGRP_6_[13,16) hours-per-weekGRP_1_[0,20] -0.0384 0.0384 0.269 -0.128
708 workclass_Self-emp-inc workclass_State-gov -0.0384 0.0384 0.139 0.0148
5 CapitalGainPositive workclass_Private -0.0383 0.0383 0.266 -0.0785
441 workclass_Local-gov relationship_Own-child -0.0383 0.0383 0.0331 -0.229
203 CapitalLossPositive hours-per-weekGRP_2_[20,40] -0.0382 0.0382 0.139 -0.153
5387 ageGRP_5_[50,60] education-numGRP_5_[10,13] -0.0381 0.0381 0.119 0.163
2690 occupation_Sales relationship_Own-child 0.0381 0.0381 0.0237 -0.229
1409 marital-status_Married-spouse-absent native-country_Guatemala 0.0381 0.0381 -0.0425 -0.0201
1415 marital-status_Married-spouse-absent native-country_India 0.038 0.038 -0.0425 0.0207
3300 relationship_Wife ageGRP_3_[30,40] 0.038 0.038 0.123 0.0568
450 workclass_Local-gov sex_Male -0.038 0.038 0.0331 0.216
449 workclass_Local-gov sex_Female 0.038 0.038 0.0331 -0.216
3799 native-country_? education-numGRP_4_[8,10] -0.0379 0.0379 0.00304 -0.176
5286 native-country_United-States hours-per-weekGRP_3_[40,50] 0.0379 0.0379 0.0345 0.172
91 CapitalGainPositive ageGRP_5_[50,60] 0.0378 0.0378 0.266 0.119
723 workclass_Self-emp-inc occupation_Handlers-cleaners -0.0378 0.0378 0.139 -0.0873
3062 relationship_Other-relative native-country_Ecuador 0.0377 0.0377 -0.0837 -0.00672
5352 ageGRP_2_[20,30] hours-per-weekGRP_3_[40,50] -0.0377 0.0377 -0.213 0.172
2047 occupation_Craft-repair education-numGRP_2_[4,6] 0.0377 0.0377 -0.0126 -0.0904
33 CapitalGainPositive relationship_Not-in-family -0.0377 0.0377 0.266 -0.189
2522 occupation_Priv-house-serv ageGRP_6_[60,INF) 0.0376 0.0376 -0.0371 -0.00294
331 workclass_Federal-gov occupation_Other-service -0.0374 0.0374 0.0594 -0.156
3110 relationship_Other-relative hours-per-weekGRP_2_[20,40] 0.0373 0.0373 -0.0837 -0.153
1289 marital-status_Married-civ-spouse occupation_Protective-serv 0.0373 0.0373 0.445 0.0281
1100 marital-status_Divorced occupation_Farming-fishing -0.0372 0.0372 -0.127 -0.0519
36 CapitalGainPositive relationship_Unmarried -0.0372 0.0372 0.266 -0.143
2139 occupation_Farming-fishing occupation_Handlers-cleaners -0.0372 0.0372 -0.0519 -0.0873
1828 occupation_Adm-clerical race_White -0.0372 0.0372 -0.09 0.0852
886 workclass_Self-emp-not-inc ageGRP_4_[40,50] 0.0371 0.0371 0.03 0.17
446 workclass_Local-gov race_Black 0.0371 0.0371 0.0331 -0.0891
2902 occupation_Transport-moving hours-per-weekGRP_4_[50,60] 0.037 0.037 -0.0215 0.131
3099 relationship_Other-relative ageGRP_3_[30,40] -0.0369 0.0369 -0.0837 0.0568
736 workclass_Self-emp-inc relationship_Unmarried -0.0368 0.0368 0.139 -0.143
2228 occupation_Handlers-cleaners relationship_Husband -0.0368 0.0368 -0.0873 0.401
393 workclass_Federal-gov ageGRP_1_[0,20] -0.0368 0.0368 0.0594 -0.159
2078 occupation_Exec-managerial sex_Female -0.0367 0.0367 0.215 -0.216
2079 occupation_Exec-managerial sex_Male 0.0367 0.0367 0.215 0.216
987 workclass_State-gov education-numGRP_4_[8,10] -0.0367 0.0367 0.0148 -0.176
5075 native-country_Philippines education-numGRP_5_[10,13] 0.0366 0.0366 0.0123 0.163
824 workclass_Self-emp-not-inc occupation_Protective-serv -0.0366 0.0366 0.03 0.0281
2303 occupation_Machine-op-inspct occupation_Protective-serv -0.0365 0.0365 -0.0694 0.0281
2887 occupation_Transport-moving ageGRP_1_[0,20] -0.0365 0.0365 -0.0215 -0.159
4958 native-country_Mexico education-numGRP_6_[13,16) -0.0364 0.0364 -0.0629 0.269
825 workclass_Self-emp-not-inc occupation_Sales 0.0364 0.0364 0.03 0.0237
2968 relationship_Husband education-numGRP_5_[10,13] 0.0362 0.0362 0.401 0.163
3243 relationship_Unmarried education-numGRP_6_[13,16) -0.0361 0.0361 -0.143 0.269
1794 occupation_? education-numGRP_1_[1,4] 0.0361 0.0361 -0.0786 -0.0835
5395 ageGRP_6_[60,INF) education-numGRP_2_[4,6] 0.036 0.036 -0.00294 -0.0904
2540 occupation_Prof-specialty relationship_Other-relative -0.036 0.036 0.186 -0.0837
2317 occupation_Machine-op-inspct race_White -0.036 0.036 -0.0694 0.0852
1881 occupation_Adm-clerical education-numGRP_3_[6,8] -0.036 0.036 -0.09 -0.0975
2529 occupation_Priv-house-serv hours-per-weekGRP_1_[0,20] 0.036 0.036 -0.0371 -0.128
2226 occupation_Handlers-cleaners occupation_Tech-support -0.0359 0.0359 -0.0873 0.0257
592 workclass_Never-worked ageGRP_1_[0,20] 0.0359 0.0359 -0.00826 -0.159
5421 education-numGRP_2_[4,6] hours-per-weekGRP_3_[40,50] -0.0358 0.0358 -0.0904 0.172
633 workclass_Private occupation_Tech-support 0.0358 0.0358 -0.0785 0.0257
2233 occupation_Handlers-cleaners relationship_Wife -0.0357 0.0357 -0.0873 0.123
914 workclass_State-gov occupation_Handlers-cleaners -0.0357 0.0357 0.0148 -0.0873
298 workclass_? education-numGRP_1_[1,4] 0.0356 0.0356 -0.0782 -0.0835
2899 occupation_Transport-moving hours-per-weekGRP_1_[0,20] -0.0356 0.0356 -0.0215 -0.128
2315 occupation_Machine-op-inspct race_Black 0.0356 0.0356 -0.0694 -0.0891
796 workclass_Self-emp-inc education-numGRP_4_[8,10] -0.0355 0.0355 0.139 -0.176
2900 occupation_Transport-moving hours-per-weekGRP_2_[20,40] -0.0355 0.0355 -0.0215 -0.153
37 CapitalGainPositive relationship_Wife 0.0355 0.0355 0.266 0.123
314 workclass_Federal-gov workclass_State-gov -0.0355 0.0355 0.0594 0.0148
5419 education-numGRP_2_[4,6] hours-per-weekGRP_1_[0,20] 0.0354 0.0354 -0.0904 -0.128
3111 relationship_Other-relative hours-per-weekGRP_3_[40,50] -0.0353 0.0353 -0.0837 0.172
637 workclass_Private relationship_Other-relative 0.0353 0.0353 -0.0785 -0.0837
2297 occupation_Handlers-cleaners hours-per-weekGRP_3_[40,50] -0.0352 0.0352 -0.0873 0.172
2608 occupation_Prof-specialty hours-per-weekGRP_4_[50,60] 0.0351 0.0351 0.186 0.131
397 workclass_Federal-gov ageGRP_5_[50,60] 0.0351 0.0351 0.0594 0.119
799 workclass_Self-emp-inc hours-per-weekGRP_1_[0,20] -0.035 0.035 0.139 -0.128
1729 occupation_? occupation_Protective-serv -0.0349 0.0349 -0.0786 0.0281
2367 occupation_Machine-op-inspct ageGRP_6_[60,INF) -0.0349 0.0349 -0.0694 -0.00294
1799 occupation_? education-numGRP_6_[13,16) -0.0349 0.0349 -0.0786 0.269
233 workclass_? occupation_Protective-serv -0.0349 0.0349 -0.0782 0.0281
205 CapitalLossPositive hours-per-weekGRP_4_[50,60] 0.0347 0.0347 0.139 0.131
829 workclass_Self-emp-not-inc relationship_Not-in-family -0.0347 0.0347 0.03 -0.189
646 workclass_Private sex_Female 0.0347 0.0347 -0.0785 -0.216
647 workclass_Private sex_Male -0.0347 0.0347 -0.0785 0.216
3040 relationship_Not-in-family hours-per-weekGRP_1_[0,20] -0.0347 0.0347 -0.189 -0.128
303 workclass_? education-numGRP_6_[13,16) -0.0347 0.0347 -0.0782 0.269
1392 marital-status_Married-spouse-absent race_Other 0.0346 0.0346 -0.0425 -0.0318
1077 workclass_Without-pay ageGRP_6_[60,INF) 0.0345 0.0345 -0.0117 -0.00294
5375 ageGRP_4_[40,50] education-numGRP_5_[10,13] 0.0344 0.0344 0.17 0.163
2895 occupation_Transport-moving education-numGRP_3_[6,8] 0.0342 0.0342 -0.0215 -0.0975
3969 native-country_China education-numGRP_6_[13,16) 0.0342 0.0342 0.00291 0.269
5412 education-numGRP_1_[1,4] hours-per-weekGRP_3_[40,50] -0.0342 0.0342 -0.0835 0.172
330 workclass_Federal-gov occupation_Machine-op-inspct -0.034 0.034 0.0594 -0.0694
1117 marital-status_Divorced race_Asian-Pac-Islander -0.034 0.034 -0.127 0.0105
5403 ageGRP_6_[60,INF) hours-per-weekGRP_4_[50,60] -0.034 0.034 -0.00294 0.131
3801 native-country_? education-numGRP_6_[13,16) 0.0339 0.0339 0.00304 0.269
2587 occupation_Prof-specialty native-country_Taiwan 0.0338 0.0338 0.186 0.014
99 CapitalGainPositive hours-per-weekGRP_1_[0,20] -0.0338 0.0338 0.266 -0.128
3311 relationship_Wife hours-per-weekGRP_2_[20,40] 0.0337 0.0337 0.123 -0.153
1625 marital-status_Separated education-numGRP_5_[10,13] -0.0336 0.0336 -0.0744 0.163
5344 ageGRP_2_[20,30] education-numGRP_1_[1,4] -0.0336 0.0336 -0.213 -0.0835
3510 race_Other native-country_? 0.0335 0.0335 -0.0318 0.00304
139 CapitalLossPositive relationship_Unmarried -0.0335 0.0335 0.139 -0.143
5272 native-country_United-States ageGRP_1_[0,20] 0.0334 0.0334 0.0345 -0.159
3618 race_White ageGRP_6_[60,INF) 0.0334 0.0334 0.0852 -0.00294
2158 occupation_Farming-fishing race_White 0.0333 0.0333 -0.0519 0.0852
636 workclass_Private relationship_Not-in-family 0.0333 0.0333 -0.0785 -0.189
1427 marital-status_Married-spouse-absent native-country_Poland 0.0333 0.0333 -0.0425 -0.0041
3036 relationship_Not-in-family education-numGRP_3_[6,8] -0.0332 0.0332 -0.189 -0.0975
490 workclass_Local-gov native-country_United-States 0.0332 0.0332 0.0331 0.0345
5422 education-numGRP_2_[4,6] hours-per-weekGRP_4_[50,60] -0.0331 0.0331 -0.0904 0.131
2894 occupation_Transport-moving education-numGRP_2_[4,6] 0.0331 0.0331 -0.0215 -0.0904
3498 race_Black education-numGRP_3_[6,8] 0.0331 0.0331 -0.0891 -0.0975
327 workclass_Federal-gov occupation_Exec-managerial 0.033 0.033 0.0594 0.215
1410 marital-status_Married-spouse-absent native-country_Haiti 0.0329 0.0329 -0.0425 -0.0129
312 workclass_Federal-gov workclass_Self-emp-inc -0.0328 0.0328 0.0594 0.139
2697 occupation_Sales race_White 0.0328 0.0328 0.0237 0.0852
3172 relationship_Own-child education-numGRP_2_[4,6] 0.0328 0.0328 -0.229 -0.0904
5273 native-country_United-States ageGRP_2_[20,30] -0.0327 0.0327 0.0345 -0.213
1419 marital-status_Married-spouse-absent native-country_Jamaica 0.0326 0.0326 -0.0425 -0.0137
3624 race_White education-numGRP_6_[13,16) 0.0325 0.0325 0.0852 0.269
2822 occupation_Tech-support education-numGRP_2_[4,6] -0.0325 0.0325 0.0257 -0.0904
3085 relationship_Other-relative native-country_Philippines 0.0324 0.0324 -0.0837 0.0123
2612 occupation_Protective-serv occupation_Transport-moving -0.0324 0.0324 0.0281 -0.0215
2156 occupation_Farming-fishing race_Black -0.0323 0.0323 -0.0519 -0.0891
1717 marital-status_Widowed hours-per-weekGRP_4_[50,60] -0.0322 0.0322 -0.0644 0.131
3313 relationship_Wife hours-per-weekGRP_4_[50,60] -0.0321 0.0321 0.123 0.131
204 CapitalLossPositive hours-per-weekGRP_3_[40,50] 0.0321 0.0321 0.139 0.172
2345 occupation_Machine-op-inspct native-country_Laos 0.0321 0.0321 -0.0694 -0.00713
2412 occupation_Other-service native-country_Haiti 0.032 0.032 -0.156 -0.0129
2835 occupation_Transport-moving relationship_Own-child -0.032 0.032 -0.0215 -0.229
3316 race_Amer-Indian-Eskimo race_Black -0.032 0.032 -0.0287 -0.0891
1544 marital-status_Separated marital-status_Widowed -0.032 0.032 -0.0744 -0.0644
442 workclass_Local-gov relationship_Unmarried 0.0319 0.0319 0.0331 -0.143
405 workclass_Federal-gov hours-per-weekGRP_1_[0,20] -0.0319 0.0319 0.0594 -0.128
826 workclass_Self-emp-not-inc occupation_Tech-support -0.0319 0.0319 0.03 0.0257
3312 relationship_Wife hours-per-weekGRP_3_[40,50] -0.0319 0.0319 0.123 0.172
2836 occupation_Transport-moving relationship_Unmarried -0.0319 0.0319 -0.0215 -0.143
3506 race_Black hours-per-weekGRP_5_[60,INF) -0.0319 0.0319 -0.0891 0.0541
403 workclass_Federal-gov education-numGRP_5_[10,13] 0.0319 0.0319 0.0594 0.163
876 workclass_Self-emp-not-inc native-country_South 0.0318 0.0318 0.03 -0.00474
2695 occupation_Sales race_Black -0.0318 0.0318 0.0237 -0.0891
2298 occupation_Handlers-cleaners hours-per-weekGRP_4_[50,60] -0.0317 0.0317 -0.0873 0.131
5411 education-numGRP_1_[1,4] hours-per-weekGRP_2_[20,40] 0.0317 0.0317 -0.0835 -0.153
3037 relationship_Not-in-family education-numGRP_4_[8,10] -0.0317 0.0317 -0.189 -0.176
3679 sex_Female education-numGRP_1_[1,4] -0.0317 0.0317 -0.216 -0.0835
3738 sex_Male education-numGRP_1_[1,4] 0.0317 0.0317 0.216 -0.0835
3310 relationship_Wife hours-per-weekGRP_1_[0,20] 0.0316 0.0316 0.123 -0.128
3448 race_Black native-country_? 0.0315 0.0315 -0.0891 0.00304
612 workclass_Private workclass_Without-pay -0.0315 0.0315 -0.0785 -0.0117
2316 occupation_Machine-op-inspct race_Other 0.0314 0.0314 -0.0694 -0.0318
3070 relationship_Other-relative native-country_Holand-Netherlands 0.0314 0.0314 -0.0837 -0.00312
2823 occupation_Tech-support education-numGRP_3_[6,8] -0.0314 0.0314 0.0257 -0.0975
3657 sex_Female native-country_Mexico -0.0313 0.0313 -0.216 -0.0629
3716 sex_Male native-country_Mexico 0.0313 0.0313 0.216 -0.0629
821 workclass_Self-emp-not-inc occupation_Other-service -0.0312 0.0312 0.03 -0.156
443 workclass_Local-gov relationship_Wife 0.0311 0.0311 0.0331 0.123
326 workclass_Federal-gov occupation_Craft-repair -0.0311 0.0311 0.0594 -0.0126
5329 ageGRP_1_[0,20] education-numGRP_1_[1,4] -0.0311 0.0311 -0.159 -0.0835
1622 marital-status_Separated education-numGRP_2_[4,6] 0.0311 0.0311 -0.0744 -0.0904
797 workclass_Self-emp-inc education-numGRP_5_[10,13] 0.0311 0.0311 0.139 0.163
5221 native-country_Taiwan education-numGRP_4_[8,10] -0.031 0.031 0.014 -0.176
1385 marital-status_Married-spouse-absent relationship_Other-relative 0.031 0.031 -0.0425 -0.0837
2288 occupation_Handlers-cleaners ageGRP_6_[60,INF) -0.0309 0.0309 -0.0873 -0.00294
4952 native-country_Mexico ageGRP_6_[60,INF) -0.0309 0.0309 -0.0629 -0.00294
190 CapitalLossPositive ageGRP_1_[0,20] -0.0308 0.0308 0.139 -0.159
2815 occupation_Tech-support ageGRP_1_[0,20] -0.0308 0.0308 0.0257 -0.159
2594 occupation_Prof-specialty ageGRP_2_[20,30] -0.0308 0.0308 0.186 -0.213
2893 occupation_Transport-moving education-numGRP_1_[1,4] 0.0307 0.0307 -0.0215 -0.0835
3614 race_White ageGRP_2_[20,30] -0.0306 0.0306 0.0852 -0.213
2318 occupation_Machine-op-inspct sex_Female -0.0305 0.0305 -0.0694 -0.216
2319 occupation_Machine-op-inspct sex_Male 0.0305 0.0305 -0.0694 0.216
3178 relationship_Own-child hours-per-weekGRP_2_[20,40] 0.0305 0.0305 -0.229 -0.153
416 workclass_Local-gov marital-status_Divorced 0.0304 0.0304 0.0331 -0.127
2146 occupation_Farming-fishing occupation_Tech-support -0.0304 0.0304 -0.0519 0.0257
399 workclass_Federal-gov education-numGRP_1_[1,4] -0.0303 0.0303 0.0594 -0.0835
2679 occupation_Protective-serv education-numGRP_6_[13,16) -0.0303 0.0303 0.0281 0.269
95 CapitalGainPositive education-numGRP_3_[6,8] -0.0302 0.0302 0.266 -0.0975
1429 marital-status_Married-spouse-absent native-country_Puerto-Rico 0.0302 0.0302 -0.0425 -0.0188
2833 occupation_Transport-moving relationship_Not-in-family -0.0301 0.0301 -0.0215 -0.189
5359 ageGRP_3_[30,40] education-numGRP_2_[4,6] -0.0301 0.0301 0.0568 -0.0904
3620 race_White education-numGRP_2_[4,6] -0.0301 0.0301 0.0852 -0.0904
2739 occupation_Sales native-country_United-States 0.03 0.03 0.0237 0.0345
2224 occupation_Handlers-cleaners occupation_Protective-serv -0.0299 0.0299 -0.0873 0.0281
2548 occupation_Prof-specialty race_White 0.0299 0.0299 0.186 0.0852
3444 race_Black race_Other -0.0298 0.0298 -0.0891 -0.0318
4071 native-country_Cuba education-numGRP_1_[1,4] 0.0298 0.0298 0.00283 -0.0835
2828 occupation_Tech-support hours-per-weekGRP_2_[20,40] 0.0298 0.0298 0.0257 -0.153
1426 marital-status_Married-spouse-absent native-country_Philippines 0.0297 0.0297 -0.0425 0.0123
5430 education-numGRP_3_[6,8] hours-per-weekGRP_4_[50,60] -0.0297 0.0297 -0.0975 0.131
400 workclass_Federal-gov education-numGRP_2_[4,6] -0.0297 0.0297 0.0594 -0.0904
3308 relationship_Wife education-numGRP_5_[10,13] 0.0296 0.0296 0.123 0.163
2621 occupation_Protective-serv race_Black 0.0296 0.0296 0.0281 -0.0891
2964 relationship_Husband education-numGRP_1_[1,4] 0.0296 0.0296 0.401 -0.0835
992 workclass_State-gov hours-per-weekGRP_3_[40,50] -0.0296 0.0296 0.0148 0.172
40 CapitalGainPositive race_Black -0.0295 0.0295 0.266 -0.0891
5368 ageGRP_3_[30,40] hours-per-weekGRP_5_[60,INF) 0.0295 0.0295 0.0568 0.0541
985 workclass_State-gov education-numGRP_2_[4,6] -0.0295 0.0295 0.0148 -0.0904
1563 marital-status_Separated relationship_Own-child -0.0294 0.0294 -0.0744 -0.229
640 workclass_Private relationship_Wife -0.0293 0.0293 -0.0785 0.123
5078 native-country_Philippines hours-per-weekGRP_2_[20,40] 0.0293 0.0293 0.0123 -0.153
730 workclass_Self-emp-inc occupation_Tech-support -0.0292 0.0292 0.139 0.0257
3441 race_Asian-Pac-Islander hours-per-weekGRP_3_[40,50] -0.0292 0.0292 0.0105 0.172
506 workclass_Local-gov hours-per-weekGRP_2_[20,40] 0.0291 0.0291 0.0331 -0.153
2124 occupation_Exec-managerial ageGRP_3_[30,40] 0.0291 0.0291 0.215 0.0568
42 CapitalGainPositive race_White 0.029 0.029 0.266 0.0852
986 workclass_State-gov education-numGRP_3_[6,8] -0.029 0.029 0.0148 -0.0975
5336 ageGRP_1_[0,20] hours-per-weekGRP_2_[20,40] -0.029 0.029 -0.159 -0.153
505 workclass_Local-gov hours-per-weekGRP_1_[0,20] -0.029 0.029 0.0331 -0.128
624 workclass_Private occupation_Exec-managerial -0.0289 0.0289 -0.0785 0.215
2149 occupation_Farming-fishing relationship_Not-in-family -0.0289 0.0289 -0.0519 -0.189
1626 marital-status_Separated education-numGRP_6_[13,16) -0.0289 0.0289 -0.0744 0.269
497 workclass_Local-gov ageGRP_5_[50,60] 0.0289 0.0289 0.0331 0.119
23 CapitalGainPositive occupation_Handlers-cleaners -0.0289 0.0289 0.266 -0.0873
333 workclass_Federal-gov occupation_Prof-specialty 0.0289 0.0289 0.0594 0.186
1399 marital-status_Married-spouse-absent native-country_China 0.0287 0.0287 -0.0425 0.00291
2386 occupation_Other-service relationship_Not-in-family 0.0286 0.0286 -0.156 -0.189
5397 ageGRP_6_[60,INF) education-numGRP_4_[8,10] -0.0285 0.0285 -0.00294 -0.176
2549 occupation_Prof-specialty sex_Female 0.0285 0.0285 0.186 -0.216
2550 occupation_Prof-specialty sex_Male -0.0285 0.0285 0.186 0.216
2485 occupation_Priv-house-serv native-country_France 0.0285 0.0285 -0.0371 0.0121
2466 occupation_Priv-house-serv relationship_Unmarried 0.0284 0.0284 -0.0371 -0.143
2362 occupation_Machine-op-inspct ageGRP_1_[0,20] -0.0284 0.0284 -0.0694 -0.159
200 CapitalLossPositive education-numGRP_5_[10,13] 0.0283 0.0283 0.139 0.163
2545 occupation_Prof-specialty race_Asian-Pac-Islander 0.0283 0.0283 0.186 0.0105
1705 marital-status_Widowed ageGRP_4_[40,50] -0.0283 0.0283 -0.0644 0.17
1354 marital-status_Married-civ-spouse education-numGRP_1_[1,4] 0.0282 0.0282 0.445 -0.0835
2119 occupation_Exec-managerial native-country_United-States 0.0281 0.0281 0.215 0.0345
2884 occupation_Transport-moving native-country_United-States 0.0281 0.0281 -0.0215 0.0345
745 workclass_Self-emp-inc native-country_? 0.028 0.028 0.139 0.00304
3623 race_White education-numGRP_5_[10,13] 0.028 0.028 0.0852 0.163
401 workclass_Federal-gov education-numGRP_3_[6,8] -0.028 0.028 0.0594 -0.0975
501 workclass_Local-gov education-numGRP_3_[6,8] -0.0279 0.0279 0.0331 -0.0975
5074 native-country_Philippines education-numGRP_4_[8,10] -0.0279 0.0279 0.0123 -0.176
5420 education-numGRP_2_[4,6] hours-per-weekGRP_2_[20,40] 0.0278 0.0278 -0.0904 -0.153
2824 occupation_Tech-support education-numGRP_4_[8,10] -0.0278 0.0278 0.0257 -0.176
3105 relationship_Other-relative education-numGRP_3_[6,8] 0.0278 0.0278 -0.0837 -0.0975
1396 marital-status_Married-spouse-absent native-country_? 0.0278 0.0278 -0.0425 0.00304
3112 relationship_Other-relative hours-per-weekGRP_4_[50,60] -0.0277 0.0277 -0.0837 0.131
3082 relationship_Other-relative native-country_Nicaragua 0.0277 0.0277 -0.0837 -0.0138
5384 ageGRP_5_[50,60] education-numGRP_2_[4,6] 0.0276 0.0276 0.119 -0.0904
2677 occupation_Protective-serv education-numGRP_4_[8,10] 0.0275 0.0275 0.0281 -0.176
2754 occupation_Sales hours-per-weekGRP_1_[0,20] 0.0275 0.0275 0.0237 -0.128
1738 occupation_? relationship_Wife 0.0275 0.0275 -0.0786 0.123
18 CapitalGainPositive occupation_Adm-clerical -0.0274 0.0274 0.266 -0.09
2153 occupation_Farming-fishing relationship_Wife -0.0274 0.0274 -0.0519 0.123
2327 occupation_Machine-op-inspct native-country_Ecuador 0.0274 0.0274 -0.0694 -0.00672
1400 marital-status_Married-spouse-absent native-country_Columbia 0.0272 0.0272 -0.0425 -0.0206
2463 occupation_Priv-house-serv relationship_Not-in-family 0.0271 0.0271 -0.0371 -0.189
3033 relationship_Not-in-family ageGRP_6_[60,INF) 0.0271 0.0271 -0.189 -0.00294
242 workclass_? relationship_Wife 0.0271 0.0271 -0.0782 0.123
320 workclass_Federal-gov marital-status_Never-married -0.0271 0.0271 0.0594 -0.318
3223 relationship_Unmarried native-country_Puerto-Rico 0.0269 0.0269 -0.143 -0.0188
2595 occupation_Prof-specialty ageGRP_3_[30,40] 0.0269 0.0269 0.186 0.0568
3149 relationship_Own-child native-country_Mexico -0.0268 0.0268 -0.229 -0.0629
5346 ageGRP_2_[20,30] education-numGRP_3_[6,8] -0.0268 0.0268 -0.213 -0.0975
407 workclass_Federal-gov hours-per-weekGRP_3_[40,50] -0.0268 0.0268 0.0594 0.172
2820 occupation_Tech-support ageGRP_6_[60,INF) -0.0268 0.0268 0.0257 -0.00294
1633 marital-status_Widowed occupation_Adm-clerical 0.0268 0.0268 -0.0644 -0.09
2821 occupation_Tech-support education-numGRP_1_[1,4] -0.0267 0.0267 0.0257 -0.0835
94 CapitalGainPositive education-numGRP_2_[4,6] -0.0267 0.0267 0.266 -0.0904
1468 marital-status_Never-married occupation_Protective-serv -0.0266 0.0266 -0.318 0.0281
795 workclass_Self-emp-inc education-numGRP_3_[6,8] -0.0266 0.0266 0.139 -0.0975
10 CapitalGainPositive marital-status_Divorced -0.0266 0.0266 0.266 -0.127
2816 occupation_Tech-support ageGRP_2_[20,30] 0.0266 0.0266 0.0257 -0.213
1857 occupation_Adm-clerical native-country_Mexico -0.0265 0.0265 -0.09 -0.0629
3523 race_Other native-country_Guatemala 0.0265 0.0265 -0.0318 -0.0201
5283 native-country_United-States education-numGRP_6_[13,16) -0.0264 0.0264 0.0345 0.269
991 workclass_State-gov hours-per-weekGRP_2_[20,40] 0.0263 0.0263 0.0148 -0.153
2138 occupation_Exec-managerial hours-per-weekGRP_5_[60,INF) 0.0263 0.0263 0.215 0.0541
1101 marital-status_Divorced occupation_Handlers-cleaners -0.0263 0.0263 -0.127 -0.0873
981 workclass_State-gov ageGRP_4_[40,50] 0.0262 0.0262 0.0148 0.17
2378 occupation_Machine-op-inspct hours-per-weekGRP_5_[60,INF) -0.0262 0.0262 -0.0694 0.0541
984 workclass_State-gov education-numGRP_1_[1,4] -0.0262 0.0262 0.0148 -0.0835
3650 sex_Female native-country_India -0.0261 0.0261 -0.216 0.0207
3709 sex_Male native-country_India 0.0261 0.0261 0.216 0.0207
5279 native-country_United-States education-numGRP_2_[4,6] -0.026 0.026 0.0345 -0.0904
1171 marital-status_Divorced education-numGRP_1_[1,4] -0.026 0.026 -0.127 -0.0835
2457 occupation_Priv-house-serv occupation_Prof-specialty -0.0259 0.0259 -0.0371 0.186
817 workclass_Self-emp-not-inc occupation_Exec-managerial 0.0259 0.0259 0.03 0.215
1355 marital-status_Married-civ-spouse education-numGRP_2_[4,6] -0.0259 0.0259 0.445 -0.0904
978 workclass_State-gov ageGRP_1_[0,20] -0.0258 0.0258 0.0148 -0.159
215 workclass_? marital-status_Divorced -0.0258 0.0258 -0.0782 -0.127
4412 native-country_Greece ageGRP_5_[50,60] 0.0258 0.0258 0.00245 0.119
3183 relationship_Unmarried race_Amer-Indian-Eskimo 0.0257 0.0257 -0.143 -0.0287
1095 marital-status_Divorced occupation_? -0.0257 0.0257 -0.127 -0.0786
1979 occupation_Craft-repair occupation_Priv-house-serv -0.0257 0.0257 -0.0126 -0.0371
710 workclass_Self-emp-inc marital-status_Divorced -0.0257 0.0257 0.139 -0.127
1098 marital-status_Divorced occupation_Craft-repair -0.0257 0.0257 -0.127 -0.0126
1388 marital-status_Married-spouse-absent relationship_Wife -0.0256 0.0256 -0.0425 0.123
3104 relationship_Other-relative education-numGRP_2_[4,6] 0.0256 0.0256 -0.0837 -0.0904
2444 occupation_Other-service ageGRP_5_[50,60] -0.0256 0.0256 -0.156 0.119
429 workclass_Local-gov occupation_Handlers-cleaners -0.0256 0.0256 0.0331 -0.0873
2061 occupation_Exec-managerial occupation_Priv-house-serv -0.0256 0.0256 0.215 -0.0371
109 CapitalLossPositive workclass_Self-emp-inc 0.0256 0.0256 0.139 0.139
962 workclass_State-gov native-country_Mexico -0.0255 0.0255 0.0148 -0.0629
1629 marital-status_Separated hours-per-weekGRP_3_[40,50] -0.0255 0.0255 -0.0744 0.172
3529 race_Other native-country_India 0.0255 0.0255 -0.0318 0.0207
3597 race_White native-country_Mexico 0.0255 0.0255 0.0852 -0.0629
428 workclass_Local-gov occupation_Farming-fishing -0.0254 0.0254 0.0331 -0.0519
5399 ageGRP_6_[60,INF) education-numGRP_6_[13,16) 0.0253 0.0253 -0.00294 0.269
3629 race_White hours-per-weekGRP_5_[60,INF) 0.0253 0.0253 0.0852 0.0541
2144 occupation_Farming-fishing occupation_Protective-serv -0.0253 0.0253 -0.0519 0.0281
734 workclass_Self-emp-inc relationship_Other-relative -0.0253 0.0253 0.139 -0.0837
2726 occupation_Sales native-country_Mexico -0.0252 0.0252 0.0237 -0.0629
622 workclass_Private occupation_Armed-Forces -0.0252 0.0252 -0.0785 -0.00504
71 CapitalGainPositive native-country_Mexico -0.0252 0.0252 0.266 -0.0629
1469 marital-status_Never-married occupation_Sales 0.0252 0.0252 -0.318 0.0237
163 CapitalLossPositive native-country_Holand-Netherlands 0.025 0.025 0.139 -0.00312
1412 marital-status_Married-spouse-absent native-country_Honduras 0.025 0.025 -0.0425 -0.00766
3553 race_Other ageGRP_2_[20,30] 0.025 0.025 -0.0318 -0.213
3032 relationship_Not-in-family ageGRP_5_[50,60] -0.025 0.025 -0.189 0.119
2618 occupation_Protective-serv relationship_Wife -0.0249 0.0249 0.0281 0.123
3314 relationship_Wife hours-per-weekGRP_5_[60,INF) -0.0249 0.0249 0.123 0.0541
4227 native-country_El-Salvador education-numGRP_4_[8,10] -0.0248 0.0248 -0.0208 -0.176
1562 marital-status_Separated relationship_Other-relative 0.0248 0.0248 -0.0744 -0.0837
3621 race_White education-numGRP_3_[6,8] -0.0248 0.0248 0.0852 -0.0975
3244 relationship_Unmarried hours-per-weekGRP_1_[0,20] -0.0247 0.0247 -0.143 -0.128
4961 native-country_Mexico hours-per-weekGRP_3_[40,50] -0.0247 0.0247 -0.0629 0.172
2236 occupation_Handlers-cleaners race_Black 0.0247 0.0247 -0.0873 -0.0891
3237 relationship_Unmarried ageGRP_6_[60,INF) -0.0247 0.0247 -0.143 -0.00294
5345 ageGRP_2_[20,30] education-numGRP_2_[4,6] -0.0247 0.0247 -0.213 -0.0904
2605 occupation_Prof-specialty hours-per-weekGRP_1_[0,20] -0.0246 0.0246 0.186 -0.128
2744 occupation_Sales ageGRP_3_[30,40] -0.0246 0.0246 0.0237 0.0568
891 workclass_Self-emp-not-inc education-numGRP_3_[6,8] -0.0246 0.0246 0.03 -0.0975
1182 marital-status_Married-AF-spouse marital-status_Married-civ-spouse -0.0245 0.0245 0.0121 0.445
4326 native-country_France education-numGRP_6_[13,16) 0.0245 0.0245 0.0121 0.269
1812 occupation_Adm-clerical occupation_Priv-house-serv -0.0245 0.0245 -0.09 -0.0371
3411 race_Asian-Pac-Islander native-country_Mexico -0.0245 0.0245 0.0105 -0.0629
2152 occupation_Farming-fishing relationship_Unmarried -0.0245 0.0245 -0.0519 -0.143
3248 relationship_Unmarried hours-per-weekGRP_5_[60,INF) -0.0245 0.0245 -0.143 0.0541
2611 occupation_Protective-serv occupation_Tech-support -0.0244 0.0244 0.0281 0.0257
3967 native-country_China education-numGRP_4_[8,10] -0.0244 0.0244 0.00291 -0.176
1467 marital-status_Never-married occupation_Prof-specialty -0.0244 0.0244 -0.318 0.186
5249 native-country_Thailand hours-per-weekGRP_5_[60,INF) 0.0244 0.0244 -0.00408 0.0541
108 CapitalLossPositive workclass_Private -0.0243 0.0243 0.139 -0.0785
4225 native-country_El-Salvador education-numGRP_2_[4,6] 0.0243 0.0243 -0.0208 -0.0904
975 workclass_State-gov native-country_United-States 0.0243 0.0243 0.0148 0.0345
1536 marital-status_Never-married education-numGRP_4_[8,10] 0.0243 0.0243 -0.318 -0.176
700 workclass_Private education-numGRP_5_[10,13] -0.0242 0.0242 -0.0785 0.163
2527 occupation_Priv-house-serv education-numGRP_5_[10,13] -0.0242 0.0242 -0.0371 0.163
1620 marital-status_Separated ageGRP_6_[60,INF) -0.0242 0.0242 -0.0744 -0.00294
3478 race_Black native-country_Philippines -0.0241 0.0241 -0.0891 0.0123
2421 occupation_Other-service native-country_Jamaica 0.0241 0.0241 -0.156 -0.0137
448 workclass_Local-gov race_White -0.0241 0.0241 0.0331 0.0852
2210 occupation_Farming-fishing education-numGRP_2_[4,6] 0.0241 0.0241 -0.0519 -0.0904
2459 occupation_Priv-house-serv occupation_Sales -0.0241 0.0241 -0.0371 0.0237
2554 occupation_Prof-specialty native-country_China 0.024 0.024 0.186 0.00291
4454 native-country_Guatemala ageGRP_2_[20,30] 0.0239 0.0239 -0.0201 -0.213
3090 relationship_Other-relative native-country_South 0.0239 0.0239 -0.0837 -0.00474
34 CapitalGainPositive relationship_Other-relative -0.0239 0.0239 0.266 -0.0837
697 workclass_Private education-numGRP_2_[4,6] 0.0238 0.0238 -0.0785 -0.0904
4959 native-country_Mexico hours-per-weekGRP_1_[0,20] -0.0238 0.0238 -0.0629 -0.128
5291 native-country_Vietnam ageGRP_2_[20,30] 0.0238 0.0238 -0.0176 -0.213
2538 occupation_Prof-specialty relationship_Husband 0.0238 0.0238 0.186 0.401
2456 occupation_Other-service hours-per-weekGRP_5_[60,INF) -0.0238 0.0238 -0.156 0.0541
2891 occupation_Transport-moving ageGRP_5_[50,60] 0.0237 0.0237 -0.0215 0.119
500 workclass_Local-gov education-numGRP_2_[4,6] -0.0237 0.0237 0.0331 -0.0904
5125 native-country_Portugal education-numGRP_2_[4,6] 0.0237 0.0237 -0.0105 -0.0904
3078 relationship_Other-relative native-country_Jamaica 0.0237 0.0237 -0.0837 -0.0137
2668 occupation_Protective-serv ageGRP_1_[0,20] -0.0235 0.0235 0.0281 -0.159
377 workclass_Federal-gov native-country_Mexico -0.0234 0.0234 0.0594 -0.0629
3476 race_Black native-country_Outlying-US(Guam-USVI-etc) 0.0234 0.0234 -0.0891 -0.0117
3440 race_Asian-Pac-Islander hours-per-weekGRP_2_[20,40] 0.0234 0.0234 0.0105 -0.153
1464 marital-status_Never-married occupation_Machine-op-inspct -0.0234 0.0234 -0.318 -0.0694
2076 occupation_Exec-managerial race_Other -0.0234 0.0234 0.215 -0.0318
2442 occupation_Other-service ageGRP_3_[30,40] -0.0233 0.0233 -0.156 0.0568
5156 native-country_Puerto-Rico hours-per-weekGRP_2_[20,40] 0.0233 0.0233 -0.0188 -0.153
1624 marital-status_Separated education-numGRP_4_[8,10] 0.0233 0.0233 -0.0744 -0.176
2749 occupation_Sales education-numGRP_2_[4,6] -0.0232 0.0232 0.0237 -0.0904
3796 native-country_? education-numGRP_1_[1,4] 0.0232 0.0232 0.00304 -0.0835
5381 ageGRP_4_[40,50] hours-per-weekGRP_5_[60,INF) 0.0231 0.0231 0.17 0.0541
3301 relationship_Wife ageGRP_4_[40,50] 0.023 0.023 0.123 0.17
3495 race_Black ageGRP_6_[60,INF) -0.023 0.023 -0.0891 -0.00294
5385 ageGRP_5_[50,60] education-numGRP_3_[6,8] -0.0229 0.0229 0.119 -0.0975
3101 relationship_Other-relative ageGRP_5_[50,60] -0.0229 0.0229 -0.0837 0.119
2830 occupation_Tech-support hours-per-weekGRP_4_[50,60] -0.0229 0.0229 0.0257 0.131
2232 occupation_Handlers-cleaners relationship_Unmarried -0.0229 0.0229 -0.0873 -0.143
1438 marital-status_Married-spouse-absent ageGRP_1_[0,20] -0.0229 0.0229 -0.0425 -0.159
198 CapitalLossPositive education-numGRP_3_[6,8] -0.0229 0.0229 0.139 -0.0975
993 workclass_State-gov hours-per-weekGRP_4_[50,60] -0.0228 0.0228 0.0148 0.131
1618 marital-status_Separated ageGRP_4_[40,50] 0.0228 0.0228 -0.0744 0.17
1451 marital-status_Married-spouse-absent hours-per-weekGRP_2_[20,40] 0.0228 0.0228 -0.0425 -0.153
2379 occupation_Other-service occupation_Priv-house-serv -0.0227 0.0227 -0.156 -0.0371
2901 occupation_Transport-moving hours-per-weekGRP_3_[40,50] 0.0227 0.0227 -0.0215 0.172
955 workclass_State-gov native-country_India 0.0227 0.0227 0.0148 0.0207
4751 native-country_Iran education-numGRP_6_[13,16) 0.0227 0.0227 0.0151 0.269
3604 race_White native-country_Puerto-Rico -0.0227 0.0227 0.0852 -0.0188
704 workclass_Private hours-per-weekGRP_3_[40,50] 0.0227 0.0227 -0.0785 0.172
889 workclass_Self-emp-not-inc education-numGRP_1_[1,4] 0.0227 0.0227 0.03 -0.0835
2617 occupation_Protective-serv relationship_Unmarried -0.0226 0.0226 0.0281 -0.143
5079 native-country_Philippines hours-per-weekGRP_3_[40,50] -0.0226 0.0226 0.0123 0.172
540 workclass_Never-worked relationship_Own-child 0.0226 0.0226 -0.00826 -0.229
4950 native-country_Mexico ageGRP_4_[40,50] -0.0225 0.0225 -0.0629 0.17
1870 occupation_Adm-clerical native-country_United-States 0.0225 0.0225 -0.09 0.0345
328 workclass_Federal-gov occupation_Farming-fishing -0.0225 0.0225 0.0594 -0.0519
913 workclass_State-gov occupation_Farming-fishing -0.0225 0.0225 0.0148 -0.0519
2484 occupation_Priv-house-serv native-country_England 0.0224 0.0224 -0.0371 0.0114
781 workclass_Self-emp-inc native-country_Taiwan 0.0224 0.0224 0.139 0.014
1743 occupation_? race_White -0.0224 0.0224 -0.0786 0.0852
3573 race_White native-country_Canada 0.0224 0.0224 0.0852 0.0116
2525 occupation_Priv-house-serv education-numGRP_3_[6,8] 0.0223 0.0223 -0.0371 -0.0975
3405 race_Asian-Pac-Islander native-country_Iran 0.0223 0.0223 0.0105 0.0151
510 workclass_Never-worked workclass_Private -0.0222 0.0222 -0.00826 -0.0785
121 CapitalLossPositive occupation_Adm-clerical -0.0222 0.0222 0.139 -0.09
499 workclass_Local-gov education-numGRP_1_[1,4] -0.0222 0.0222 0.0331 -0.0835
202 CapitalLossPositive hours-per-weekGRP_1_[0,20] -0.0222 0.0222 0.139 -0.128
4124 native-country_Dominican-Republic education-numGRP_2_[4,6] 0.0222 0.0222 -0.023 -0.0904
1441 marital-status_Married-spouse-absent ageGRP_4_[40,50] 0.0222 0.0222 -0.0425 0.17
2441 occupation_Other-service ageGRP_2_[20,30] 0.0221 0.0221 -0.156 -0.213
1606 marital-status_Separated native-country_Puerto-Rico 0.0221 0.0221 -0.0744 -0.0188
2623 occupation_Protective-serv race_White -0.0221 0.0221 0.0281 0.0852
247 workclass_? race_White -0.0221 0.0221 -0.0782 0.0852
1992 occupation_Craft-repair race_Asian-Pac-Islander -0.022 0.022 -0.0126 0.0105
174 CapitalLossPositive native-country_Mexico -0.022 0.022 0.139 -0.0629
4228 native-country_El-Salvador education-numGRP_5_[10,13] -0.022 0.022 -0.0208 0.163
1170 marital-status_Divorced ageGRP_6_[60,INF) -0.0219 0.0219 -0.127 -0.00294
2909 relationship_Husband race_Amer-Indian-Eskimo -0.0219 0.0219 0.401 -0.0287
2104 occupation_Exec-managerial native-country_Japan 0.0219 0.0219 0.215 0.0149
2519 occupation_Priv-house-serv ageGRP_3_[30,40] -0.0218 0.0218 -0.0371 0.0568
2254 occupation_Handlers-cleaners native-country_Guatemala 0.0218 0.0218 -0.0873 -0.0201
661 workclass_Private native-country_Guatemala 0.0217 0.0217 -0.0785 -0.0201
126 CapitalLossPositive occupation_Handlers-cleaners -0.0217 0.0217 0.139 -0.0873
731 workclass_Self-emp-inc occupation_Transport-moving -0.0217 0.0217 0.139 -0.0215
4463 native-country_Guatemala education-numGRP_5_[10,13] -0.0217 0.0217 -0.0201 0.163
2299 occupation_Handlers-cleaners hours-per-weekGRP_5_[60,INF) -0.0217 0.0217 -0.0873 0.0541
2335 occupation_Machine-op-inspct native-country_Holand-Netherlands 0.0216 0.0216 -0.0694 -0.00312
2965 relationship_Husband education-numGRP_2_[4,6] -0.0216 0.0216 0.401 -0.0904
197 CapitalLossPositive education-numGRP_2_[4,6] -0.0216 0.0216 0.139 -0.0904
5304 native-country_Vietnam hours-per-weekGRP_3_[40,50] -0.0215 0.0215 -0.0176 0.172
2493 occupation_Priv-house-serv native-country_Hungary 0.0214 0.0214 -0.0371 -0.00047
93 CapitalGainPositive education-numGRP_1_[1,4] -0.0214 0.0214 0.266 -0.0835
2691 occupation_Sales relationship_Unmarried -0.0213 0.0213 0.0237 -0.143
3713 sex_Male native-country_Jamaica -0.0212 0.0212 0.216 -0.0137
15 CapitalGainPositive marital-status_Separated -0.0212 0.0212 0.266 -0.0744
3654 sex_Female native-country_Jamaica 0.0212 0.0212 -0.216 -0.0137
3109 relationship_Other-relative hours-per-weekGRP_1_[0,20] 0.0212 0.0212 -0.0837 -0.128
2470 occupation_Priv-house-serv race_Black 0.0212 0.0212 -0.0371 -0.0891
1638 marital-status_Widowed occupation_Handlers-cleaners -0.0212 0.0212 -0.0644 -0.0873
143 CapitalLossPositive race_Black -0.0211 0.0211 0.139 -0.0891
1804 occupation_? hours-per-weekGRP_5_[60,INF) -0.0211 0.0211 -0.0786 0.0541
5365 ageGRP_3_[30,40] hours-per-weekGRP_2_[20,40] -0.0211 0.0211 0.0568 -0.153
404 workclass_Federal-gov education-numGRP_6_[13,16) 0.021 0.021 0.0594 0.269
1792 occupation_? ageGRP_5_[50,60] -0.021 0.021 -0.0786 0.119
477 workclass_Local-gov native-country_Mexico -0.021 0.021 0.0331 -0.0629
308 workclass_? hours-per-weekGRP_5_[60,INF) -0.021 0.021 -0.0782 0.0541
4817 native-country_Italy ageGRP_5_[50,60] 0.021 0.021 0.0113 0.119
3565 race_Other hours-per-weekGRP_2_[20,40] 0.0209 0.0209 -0.0318 -0.153
2428 occupation_Other-service native-country_Philippines 0.0209 0.0209 -0.156 0.0123
933 workclass_State-gov race_White -0.0208 0.0208 0.0148 0.0852
728 workclass_Self-emp-inc occupation_Protective-serv -0.0208 0.0208 0.139 0.0281
1173 marital-status_Divorced education-numGRP_3_[6,8] -0.0208 0.0208 -0.127 -0.0975
2692 occupation_Sales relationship_Wife -0.0208 0.0208 0.0237 0.123
4466 native-country_Guatemala hours-per-weekGRP_2_[20,40] 0.0208 0.0208 -0.0201 -0.153
2562 occupation_Prof-specialty native-country_Germany 0.0208 0.0208 0.186 0.0122
3012 relationship_Not-in-family native-country_Mexico -0.0208 0.0208 -0.189 -0.0629
2370 occupation_Machine-op-inspct education-numGRP_3_[6,8] 0.0207 0.0207 -0.0694 -0.0975
2524 occupation_Priv-house-serv education-numGRP_2_[4,6] 0.0207 0.0207 -0.0371 -0.0904
296 workclass_? ageGRP_5_[50,60] -0.0207 0.0207 -0.0782 0.119
286 workclass_? native-country_Taiwan 0.0206 0.0206 -0.0782 0.014
1123 marital-status_Divorced native-country_? -0.0206 0.0206 -0.127 0.00304
444 workclass_Local-gov race_Amer-Indian-Eskimo 0.0206 0.0206 0.0331 -0.0287
1366 marital-status_Married-spouse-absent marital-status_Separated -0.0206 0.0206 -0.0425 -0.0744
1782 occupation_? native-country_Taiwan 0.0205 0.0205 -0.0786 0.014
5303 native-country_Vietnam hours-per-weekGRP_2_[20,40] 0.0205 0.0205 -0.0176 -0.153
1433 marital-status_Married-spouse-absent native-country_Thailand 0.0205 0.0205 -0.0425 -0.00408
3295 relationship_Wife native-country_United-States -0.0205 0.0205 0.123 0.0345
2912 relationship_Husband race_Other -0.0205 0.0205 0.401 -0.0318
3434 race_Asian-Pac-Islander education-numGRP_2_[4,6] -0.0205 0.0205 0.0105 -0.0904
2980 relationship_Not-in-family race_Asian-Pac-Islander -0.0204 0.0204 -0.189 0.0105
7 CapitalGainPositive workclass_Self-emp-not-inc 0.0204 0.0204 0.266 0.03
2799 occupation_Tech-support native-country_Mexico -0.0203 0.0203 0.0257 -0.0629
2071 occupation_Exec-managerial relationship_Unmarried -0.0203 0.0203 0.215 -0.143
1612 marital-status_Separated native-country_United-States -0.0203 0.0203 -0.0744 0.0345
5392 ageGRP_5_[50,60] hours-per-weekGRP_4_[50,60] 0.0203 0.0203 0.119 0.131
2043 occupation_Craft-repair ageGRP_4_[40,50] 0.0203 0.0203 -0.0126 0.17
3025 relationship_Not-in-family native-country_United-States 0.0203 0.0203 -0.189 0.0345
1391 marital-status_Married-spouse-absent race_Black 0.0203 0.0203 -0.0425 -0.0891
2307 occupation_Machine-op-inspct relationship_Husband 0.0203 0.0203 -0.0694 0.401
4951 native-country_Mexico ageGRP_5_[50,60] -0.0203 0.0203 -0.0629 0.119
1367 marital-status_Married-spouse-absent marital-status_Widowed -0.0202 0.0202 -0.0425 -0.0644
2826 occupation_Tech-support education-numGRP_6_[13,16) -0.0202 0.0202 0.0257 0.269
3303 relationship_Wife ageGRP_6_[60,INF) -0.0202 0.0202 0.123 -0.00294
2030 occupation_Craft-repair native-country_Portugal 0.0202 0.0202 -0.0126 -0.0105
1328 marital-status_Married-civ-spouse native-country_Italy 0.0201 0.0201 0.445 0.0113
2675 occupation_Protective-serv education-numGRP_2_[4,6] -0.0201 0.0201 0.0281 -0.0904
1319 marital-status_Married-civ-spouse native-country_Guatemala -0.0201 0.0201 0.445 -0.0201
1325 marital-status_Married-civ-spouse native-country_India 0.02 0.02 0.445 0.0207
5413 education-numGRP_1_[1,4] hours-per-weekGRP_4_[50,60] -0.02 0.02 -0.0835 0.131
2761 occupation_Tech-support relationship_Not-in-family 0.02 0.02 0.0257 -0.189
5284 native-country_United-States hours-per-weekGRP_1_[0,20] 0.02 0.02 0.0345 -0.128
5354 ageGRP_2_[20,30] hours-per-weekGRP_5_[60,INF) -0.02 0.02 -0.213 0.0541
145 CapitalLossPositive race_White 0.02 0.02 0.139 0.0852
1309 marital-status_Married-civ-spouse native-country_China 0.0199 0.0199 0.445 0.00291
990 workclass_State-gov hours-per-weekGRP_1_[0,20] 0.0199 0.0199 0.0148 -0.128
935 workclass_State-gov sex_Male -0.0199 0.0199 0.0148 0.216
934 workclass_State-gov sex_Female 0.0199 0.0199 0.0148 -0.216
3450 race_Black native-country_Canada -0.0199 0.0199 -0.0891 0.0116
194 CapitalLossPositive ageGRP_5_[50,60] 0.0199 0.0199 0.139 0.119
2092 occupation_Exec-managerial native-country_Greece 0.0199 0.0199 0.215 0.00245
1655 marital-status_Widowed race_Black 0.0198 0.0198 -0.0644 -0.0891
4127 native-country_Dominican-Republic education-numGRP_5_[10,13] -0.0198 0.0198 -0.023 0.163
2803 occupation_Tech-support native-country_Philippines 0.0198 0.0198 0.0257 0.0123
5277 native-country_United-States ageGRP_6_[60,INF) 0.0198 0.0198 0.0345 -0.00294
445 workclass_Local-gov race_Asian-Pac-Islander -0.0198 0.0198 0.0331 0.0105
3118 relationship_Own-child race_Black 0.0198 0.0198 -0.229 -0.0891
2935 relationship_Husband native-country_India 0.0198 0.0198 0.401 0.0207
2056 occupation_Craft-repair hours-per-weekGRP_5_[60,INF) -0.0198 0.0198 -0.0126 0.0541
2735 occupation_Sales native-country_South 0.0197 0.0197 0.0237 -0.00474
822 workclass_Self-emp-not-inc occupation_Priv-house-serv -0.0197 0.0197 0.03 -0.0371
939 workclass_State-gov native-country_China 0.0197 0.0197 0.0148 0.00291
2285 occupation_Handlers-cleaners ageGRP_3_[30,40] -0.0197 0.0197 -0.0873 0.0568
4991 native-country_Nicaragua hours-per-weekGRP_2_[20,40] 0.0197 0.0197 -0.0138 -0.153
3373 race_Amer-Indian-Eskimo education-numGRP_5_[10,13] -0.0196 0.0196 -0.0287 0.163
1646 marital-status_Widowed occupation_Transport-moving -0.0196 0.0196 -0.0644 -0.0215
1871 occupation_Adm-clerical native-country_Vietnam 0.0196 0.0196 -0.09 -0.0176
3593 race_White native-country_Italy 0.0196 0.0196 0.0852 0.0113
316 workclass_Federal-gov marital-status_Divorced 0.0196 0.0196 0.0594 -0.127
3306 relationship_Wife education-numGRP_3_[6,8] -0.0195 0.0195 0.123 -0.0975
2680 occupation_Protective-serv hours-per-weekGRP_1_[0,20] -0.0195 0.0195 0.0281 -0.128
4462 native-country_Guatemala education-numGRP_4_[8,10] -0.0195 0.0195 -0.0201 -0.176
2353 occupation_Machine-op-inspct native-country_Puerto-Rico 0.0195 0.0195 -0.0694 -0.0188
1616 marital-status_Separated ageGRP_2_[20,30] -0.0194 0.0194 -0.0744 -0.213
2922 relationship_Husband native-country_Dominican-Republic -0.0194 0.0194 0.401 -0.023
2551 occupation_Prof-specialty native-country_? 0.0194 0.0194 0.186 0.00304
1084 workclass_Without-pay hours-per-weekGRP_1_[0,20] 0.0194 0.0194 -0.0117 -0.128
2676 occupation_Protective-serv education-numGRP_3_[6,8] -0.0193 0.0193 0.0281 -0.0975
3427 race_Asian-Pac-Islander ageGRP_1_[0,20] -0.0193 0.0193 0.0105 -0.159
1452 marital-status_Married-spouse-absent hours-per-weekGRP_3_[40,50] -0.0192 0.0192 -0.0425 0.172
1713 marital-status_Widowed education-numGRP_6_[13,16) -0.0192 0.0192 -0.0644 0.269
2280 occupation_Handlers-cleaners native-country_United-States -0.0192 0.0192 -0.0873 0.0345
2072 occupation_Exec-managerial relationship_Wife 0.0192 0.0192 0.215 0.123
3774 native-country_? native-country_Mexico -0.0192 0.0192 0.00304 -0.0629
2324 occupation_Machine-op-inspct native-country_Columbia 0.0192 0.0192 -0.0694 -0.0206
3281 relationship_Wife native-country_Laos 0.0191 0.0191 0.123 -0.00713
867 workclass_Self-emp-not-inc native-country_Mexico -0.0191 0.0191 0.03 -0.0629
2054 occupation_Craft-repair hours-per-weekGRP_3_[40,50] 0.0191 0.0191 -0.0126 0.172
1554 marital-status_Separated occupation_Priv-house-serv 0.0191 0.0191 -0.0744 -0.0371
1878 occupation_Adm-clerical ageGRP_6_[60,INF) -0.019 0.019 -0.09 -0.00294
1649 marital-status_Widowed relationship_Other-relative 0.0189 0.0189 -0.0644 -0.0837
2046 occupation_Craft-repair education-numGRP_1_[1,4] 0.0189 0.0189 -0.0126 -0.0835
3557 race_Other ageGRP_6_[60,INF) -0.0189 0.0189 -0.0318 -0.00294
921 workclass_State-gov occupation_Tech-support 0.0189 0.0189 0.0148 0.0257
1142 marital-status_Divorced native-country_India -0.0188 0.0188 -0.127 0.0207
1525 marital-status_Never-married native-country_Vietnam 0.0188 0.0188 -0.318 -0.0176
2528 occupation_Priv-house-serv education-numGRP_6_[13,16) -0.0188 0.0188 -0.0371 0.269
3106 relationship_Other-relative education-numGRP_4_[8,10] 0.0187 0.0187 -0.0837 -0.176
4069 native-country_Cuba ageGRP_5_[50,60] 0.0187 0.0187 0.00283 0.119
5127 native-country_Portugal education-numGRP_4_[8,10] -0.0187 0.0187 -0.0105 -0.176
103 CapitalGainPositive hours-per-weekGRP_5_[60,INF) 0.0187 0.0187 0.266 0.0541
1904 occupation_Armed-Forces relationship_Other-relative 0.0187 0.0187 -0.00504 -0.0837
3613 race_White ageGRP_1_[0,20] 0.0187 0.0187 0.0852 -0.159
2204 occupation_Farming-fishing ageGRP_2_[20,30] -0.0186 0.0186 -0.0519 -0.213
1184 marital-status_Married-AF-spouse marital-status_Never-married -0.0186 0.0186 0.0121 -0.318
2839 occupation_Transport-moving race_Asian-Pac-Islander -0.0186 0.0186 -0.0215 0.0105
337 workclass_Federal-gov occupation_Transport-moving -0.0186 0.0186 0.0594 -0.0215
5157 native-country_Puerto-Rico hours-per-weekGRP_3_[40,50] -0.0186 0.0186 -0.0188 0.172
1488 marital-status_Never-married native-country_China -0.0186 0.0186 -0.318 0.00291
3518 race_Other native-country_El-Salvador 0.0185 0.0185 -0.0318 -0.0208
2683 occupation_Protective-serv hours-per-weekGRP_4_[50,60] 0.0185 0.0185 0.0281 0.131
4376 native-country_Germany hours-per-weekGRP_3_[40,50] 0.0185 0.0185 0.0122 0.172
2398 occupation_Other-service native-country_? 0.0184 0.0184 -0.156 0.00304
2682 occupation_Protective-serv hours-per-weekGRP_3_[40,50] -0.0184 0.0184 0.0281 0.172
641 workclass_Private race_Amer-Indian-Eskimo -0.0184 0.0184 -0.0785 -0.0287
1642 marital-status_Widowed occupation_Prof-specialty -0.0184 0.0184 -0.0644 0.186
931 workclass_State-gov race_Black 0.0184 0.0184 0.0148 -0.0891
344 workclass_Federal-gov race_Amer-Indian-Eskimo 0.0184 0.0184 0.0594 -0.0287
2363 occupation_Machine-op-inspct ageGRP_2_[20,30] 0.0183 0.0183 -0.0694 -0.213
2088 occupation_Exec-managerial native-country_El-Salvador -0.0183 0.0183 0.215 -0.0208
5213 native-country_Taiwan ageGRP_2_[20,30] 0.0183 0.0183 0.014 -0.213
3908 native-country_Canada ageGRP_6_[60,INF) 0.0183 0.0183 0.0116 -0.00294
806 workclass_Self-emp-not-inc marital-status_Divorced -0.0182 0.0182 0.03 -0.127
2376 occupation_Machine-op-inspct hours-per-weekGRP_3_[40,50] -0.0182 0.0182 -0.0694 0.172
1630 marital-status_Separated hours-per-weekGRP_4_[50,60] -0.0182 0.0182 -0.0744 0.131
3617 race_White ageGRP_5_[50,60] 0.0182 0.0182 0.0852 0.119
853 workclass_Self-emp-not-inc native-country_Greece 0.0182 0.0182 0.03 0.00245
110 CapitalLossPositive workclass_Self-emp-not-inc 0.0182 0.0182 0.139 0.03
3374 race_Amer-Indian-Eskimo education-numGRP_6_[13,16) -0.0182 0.0182 -0.0287 0.269
1107 marital-status_Divorced occupation_Sales -0.0182 0.0182 -0.127 0.0237
4822 native-country_Italy education-numGRP_4_[8,10] -0.0181 0.0181 0.0113 -0.176
3206 relationship_Unmarried native-country_Honduras 0.0181 0.0181 -0.143 -0.00766
3290 relationship_Wife native-country_Scotland 0.0181 0.0181 0.123 0.00041
1549 marital-status_Separated occupation_Exec-managerial -0.0181 0.0181 -0.0744 0.215
3056 relationship_Other-relative native-country_Cambodia 0.0181 0.0181 -0.0837 0.00721
3800 native-country_? education-numGRP_5_[10,13] 0.0181 0.0181 0.00304 0.163
5206 native-country_South hours-per-weekGRP_5_[60,INF) 0.018 0.018 -0.00474 0.0541
2235 occupation_Handlers-cleaners race_Asian-Pac-Islander -0.018 0.018 -0.0873 0.0105
1285 marital-status_Married-civ-spouse occupation_Machine-op-inspct 0.018 0.018 0.445 -0.0694
750 workclass_Self-emp-inc native-country_Cuba 0.018 0.018 0.139 0.00283
3360 race_Amer-Indian-Eskimo native-country_United-States 0.018 0.018 -0.0287 0.0345
4372 native-country_Germany education-numGRP_5_[10,13] 0.018 0.018 0.0122 0.163
427 workclass_Local-gov occupation_Exec-managerial -0.0179 0.0179 0.0331 0.215
113 CapitalLossPositive marital-status_Divorced -0.0179 0.0179 0.139 -0.127
24 CapitalGainPositive occupation_Machine-op-inspct -0.0179 0.0179 0.266 -0.0694
4861 native-country_Jamaica hours-per-weekGRP_2_[20,40] 0.0179 0.0179 -0.0137 -0.153
3120 relationship_Own-child race_White -0.0179 0.0179 -0.229 0.0852
2401 occupation_Other-service native-country_China 0.0179 0.0179 -0.156 0.00291
5154 native-country_Puerto-Rico education-numGRP_6_[13,16) -0.0179 0.0179 -0.0188 0.269
3007 relationship_Not-in-family native-country_Ireland 0.0179 0.0179 -0.189 -0.00206
136 CapitalLossPositive relationship_Not-in-family -0.0179 0.0179 0.139 -0.189
1118 marital-status_Divorced race_Black 0.0178 0.0178 -0.127 -0.0891
3315 race_Amer-Indian-Eskimo race_Asian-Pac-Islander -0.0178 0.0178 -0.0287 0.0105
4749 native-country_Iran education-numGRP_4_[8,10] -0.0178 0.0178 0.0151 -0.176
206 CapitalLossPositive hours-per-weekGRP_5_[60,INF) 0.0178 0.0178 0.139 0.0541
1373 marital-status_Married-spouse-absent occupation_Farming-fishing 0.0178 0.0178 -0.0425 -0.0519
861 workclass_Self-emp-not-inc native-country_Iran 0.0178 0.0178 0.03 0.0151
3372 race_Amer-Indian-Eskimo education-numGRP_4_[8,10] 0.0178 0.0178 -0.0287 -0.176
830 workclass_Self-emp-not-inc relationship_Other-relative -0.0178 0.0178 0.03 -0.0837
432 workclass_Local-gov occupation_Priv-house-serv -0.0178 0.0178 0.0331 -0.0371
2512 occupation_Priv-house-serv native-country_Thailand 0.0178 0.0178 -0.0371 -0.00408
644 workclass_Private race_Other 0.0177 0.0177 -0.0785 -0.0318
3123 relationship_Own-child native-country_? -0.0177 0.0177 -0.229 0.00304
811 workclass_Self-emp-not-inc marital-status_Separated -0.0177 0.0177 0.03 -0.0744
2665 occupation_Protective-serv native-country_United-States 0.0177 0.0177 0.0281 0.0345
3229 relationship_Unmarried native-country_United-States -0.0177 0.0177 -0.143 0.0345
863 workclass_Self-emp-not-inc native-country_Italy 0.0177 0.0177 0.03 0.0113
793 workclass_Self-emp-inc education-numGRP_1_[1,4] -0.0177 0.0177 0.139 -0.0835
3021 relationship_Not-in-family native-country_South -0.0176 0.0176 -0.189 -0.00474
120 CapitalLossPositive occupation_? -0.0176 0.0176 0.139 -0.0786
3273 relationship_Wife native-country_Hong 0.0176 0.0176 0.123 0.00343
4130 native-country_Dominican-Republic hours-per-weekGRP_2_[20,40] 0.0176 0.0176 -0.023 -0.153
1466 marital-status_Never-married occupation_Priv-house-serv 0.0176 0.0176 -0.318 -0.0371
3428 race_Asian-Pac-Islander ageGRP_2_[20,30] 0.0176 0.0176 0.0105 -0.213
720 workclass_Self-emp-inc occupation_Craft-repair -0.0175 0.0175 0.139 -0.0126
2745 occupation_Sales ageGRP_4_[40,50] -0.0175 0.0175 0.0237 0.17
1372 marital-status_Married-spouse-absent occupation_Exec-managerial -0.0175 0.0175 -0.0425 0.215
1493 marital-status_Never-married native-country_El-Salvador 0.0175 0.0175 -0.318 -0.0208
104 CapitalLossPositive workclass_? -0.0175 0.0175 0.139 -0.0782
1060 workclass_Without-pay native-country_Philippines 0.0174 0.0174 -0.0117 0.0123
4231 native-country_El-Salvador hours-per-weekGRP_2_[20,40] 0.0174 0.0174 -0.0208 -0.153
1404 marital-status_Married-spouse-absent native-country_El-Salvador 0.0174 0.0174 -0.0425 -0.0208
106 CapitalLossPositive workclass_Local-gov 0.0174 0.0174 0.139 0.0331
3072 relationship_Other-relative native-country_Hong 0.0174 0.0174 -0.0837 0.00343
3792 native-country_? ageGRP_3_[30,40] 0.0174 0.0174 0.00304 0.0568
1908 occupation_Armed-Forces race_Amer-Indian-Eskimo 0.0174 0.0174 -0.00504 -0.0287
4460 native-country_Guatemala education-numGRP_2_[4,6] 0.0174 0.0174 -0.0201 -0.0904
2301 occupation_Machine-op-inspct occupation_Priv-house-serv -0.0174 0.0174 -0.0694 -0.0371
1153 marital-status_Divorced native-country_Philippines -0.0173 0.0173 -0.127 0.0123
3113 relationship_Other-relative hours-per-weekGRP_5_[60,INF) -0.0173 0.0173 -0.0837 0.0541
1602 marital-status_Separated native-country_Peru 0.0173 0.0173 -0.0744 -0.0127
1741 occupation_? race_Black 0.0172 0.0172 -0.0786 -0.0891
2161 occupation_Farming-fishing native-country_? -0.0172 0.0172 -0.0519 0.00304
683 workclass_Private native-country_South -0.0172 0.0172 -0.0785 -0.00474
4750 native-country_Iran education-numGRP_5_[10,13] 0.0172 0.0172 0.0151 0.163
1447 marital-status_Married-spouse-absent education-numGRP_4_[8,10] -0.0172 0.0172 -0.0425 -0.176
3435 race_Asian-Pac-Islander education-numGRP_3_[6,8] -0.0172 0.0172 0.0105 -0.0975
3041 relationship_Not-in-family hours-per-weekGRP_2_[20,40] 0.0172 0.0172 -0.189 -0.153
599 workclass_Never-worked education-numGRP_2_[4,6] 0.0172 0.0172 -0.00826 -0.0904
823 workclass_Self-emp-not-inc occupation_Prof-specialty 0.0172 0.0172 0.03 0.186
1175 marital-status_Divorced education-numGRP_5_[10,13] -0.0172 0.0172 -0.127 0.163
2310 occupation_Machine-op-inspct relationship_Own-child -0.0171 0.0171 -0.0694 -0.229
2472 occupation_Priv-house-serv race_White -0.0171 0.0171 -0.0371 0.0852
1577 marital-status_Separated native-country_Columbia 0.0171 0.0171 -0.0744 -0.0206
1299 marital-status_Married-civ-spouse race_Amer-Indian-Eskimo -0.0171 0.0171 0.445 -0.0287
782 workclass_Self-emp-inc native-country_Thailand 0.0171 0.0171 0.139 -0.00408
1885 occupation_Adm-clerical hours-per-weekGRP_1_[0,20] 0.0171 0.0171 -0.09 -0.128
5431 education-numGRP_3_[6,8] hours-per-weekGRP_5_[60,INF) -0.017 0.017 -0.0975 0.0541
771 workclass_Self-emp-inc native-country_Mexico -0.017 0.017 0.139 -0.0629
4125 native-country_Dominican-Republic education-numGRP_3_[6,8] 0.017 0.017 -0.023 -0.0975
4814 native-country_Italy ageGRP_2_[20,30] -0.0169 0.0169 0.0113 -0.213
926 workclass_State-gov relationship_Own-child -0.0169 0.0169 0.0148 -0.229
988 workclass_State-gov education-numGRP_5_[10,13] 0.0169 0.0169 0.0148 0.163
794 workclass_Self-emp-inc education-numGRP_2_[4,6] -0.0169 0.0169 0.139 -0.0904
2929 relationship_Husband native-country_Guatemala -0.0169 0.0169 0.401 -0.0201
137 CapitalLossPositive relationship_Other-relative -0.0168 0.0168 0.139 -0.0837
671 workclass_Private native-country_Jamaica 0.0168 0.0168 -0.0785 -0.0137
5386 ageGRP_5_[50,60] education-numGRP_4_[8,10] -0.0168 0.0168 0.119 -0.176
3456 race_Black native-country_El-Salvador -0.0168 0.0168 -0.0891 -0.0208
2560 occupation_Prof-specialty native-country_England 0.0168 0.0168 0.186 0.0114
3016 relationship_Not-in-family native-country_Philippines -0.0168 0.0168 -0.189 0.0123
4921 native-country_Laos education-numGRP_1_[1,4] 0.0168 0.0168 -0.00713 -0.0835
2093 occupation_Exec-managerial native-country_Guatemala -0.0168 0.0168 0.215 -0.0201
4742 native-country_Iran ageGRP_3_[30,40] 0.0168 0.0168 0.0151 0.0568
1636 marital-status_Widowed occupation_Exec-managerial -0.0168 0.0168 -0.0644 0.215
3637 sex_Female native-country_Dominican-Republic 0.0167 0.0167 -0.216 -0.023
3696 sex_Male native-country_Dominican-Republic -0.0167 0.0167 0.216 -0.023
245 workclass_? race_Black 0.0167 0.0167 -0.0782 -0.0891
3599 race_White native-country_Outlying-US(Guam-USVI-etc) -0.0166 0.0166 0.0852 -0.0117
1258 marital-status_Married-AF-spouse ageGRP_2_[20,30] 0.0166 0.0166 0.0121 -0.213
3381 race_Asian-Pac-Islander race_Other -0.0166 0.0166 0.0105 -0.0318
1727 occupation_? occupation_Priv-house-serv -0.0166 0.0166 -0.0786 -0.0371
722 workclass_Self-emp-inc occupation_Farming-fishing 0.0166 0.0166 0.139 -0.0519
2571 occupation_Prof-specialty native-country_Iran 0.0166 0.0166 0.186 0.0151
231 workclass_? occupation_Priv-house-serv -0.0166 0.0166 -0.0782 -0.0371
3560 race_Other education-numGRP_3_[6,8] 0.0166 0.0166 -0.0318 -0.0975
656 workclass_Private native-country_El-Salvador 0.0166 0.0166 -0.0785 -0.0208
1555 marital-status_Separated occupation_Prof-specialty -0.0165 0.0165 -0.0744 0.186
1507 marital-status_Never-married native-country_Italy -0.0165 0.0165 -0.318 0.0113
639 workclass_Private relationship_Unmarried 0.0165 0.0165 -0.0785 -0.143
5438 education-numGRP_4_[8,10] hours-per-weekGRP_5_[60,INF) -0.0165 0.0165 -0.176 0.0541
2932 relationship_Husband native-country_Honduras -0.0165 0.0165 0.401 -0.00766
922 workclass_State-gov occupation_Transport-moving -0.0165 0.0165 0.0148 -0.0215
3035 relationship_Not-in-family education-numGRP_2_[4,6] -0.0164 0.0164 -0.189 -0.0904
2938 relationship_Husband native-country_Italy 0.0164 0.0164 0.401 0.0113
1877 occupation_Adm-clerical ageGRP_5_[50,60] -0.0164 0.0164 -0.09 0.119
1131 marital-status_Divorced native-country_El-Salvador -0.0164 0.0164 -0.127 -0.0208
1329 marital-status_Married-civ-spouse native-country_Jamaica -0.0164 0.0164 0.445 -0.0137
2751 occupation_Sales education-numGRP_4_[8,10] 0.0163 0.0163 0.0237 -0.176
3042 relationship_Not-in-family hours-per-weekGRP_3_[40,50] 0.0163 0.0163 -0.189 0.172
4126 native-country_Dominican-Republic education-numGRP_4_[8,10] -0.0163 0.0163 -0.023 -0.176
1508 marital-status_Never-married native-country_Jamaica 0.0163 0.0163 -0.318 -0.0137
436 workclass_Local-gov occupation_Tech-support -0.0163 0.0163 0.0331 0.0257
4537 native-country_Holand-Netherlands native-country_United-States -0.0163 0.0163 -0.00312 0.0345
2542 occupation_Prof-specialty relationship_Unmarried -0.0162 0.0162 0.186 -0.143
140 CapitalLossPositive relationship_Wife 0.0162 0.0162 0.139 0.123
654 workclass_Private native-country_Dominican-Republic 0.0162 0.0162 -0.0785 -0.023
3483 race_Black native-country_South -0.0162 0.0162 -0.0891 -0.00474
1116 marital-status_Divorced race_Amer-Indian-Eskimo 0.0162 0.0162 -0.127 -0.0287
422 workclass_Local-gov marital-status_Widowed 0.0162 0.0162 0.0331 -0.0644
1861 occupation_Adm-clerical native-country_Philippines 0.0161 0.0161 -0.09 0.0123
684 workclass_Private native-country_Taiwan -0.0161 0.0161 -0.0785 0.014
1599 marital-status_Separated native-country_Mexico 0.0161 0.0161 -0.0744 -0.0629
5023 native-country_Outlying-US(Guam-USVI-etc) hours-per-weekGRP_4_[50,60] 0.0161 0.0161 -0.0117 0.131
1022 workclass_Without-pay relationship_Wife 0.0161 0.0161 -0.0117 0.123
1627 marital-status_Separated hours-per-weekGRP_1_[0,20] -0.0161 0.0161 -0.0744 -0.128
2772 occupation_Tech-support sex_Male -0.0161 0.0161 0.0257 0.216
2771 occupation_Tech-support sex_Female 0.0161 0.0161 0.0257 -0.216
3790 native-country_? ageGRP_1_[0,20] -0.0161 0.0161 0.00304 -0.159
1875 occupation_Adm-clerical ageGRP_3_[30,40] -0.016 0.016 -0.09 0.0568
4118 native-country_Dominican-Republic ageGRP_2_[20,30] 0.016 0.016 -0.023 -0.213
1490 marital-status_Never-married native-country_Cuba -0.016 0.016 -0.318 0.00283
3579 race_White native-country_El-Salvador 0.016 0.016 0.0852 -0.0208
2155 occupation_Farming-fishing race_Asian-Pac-Islander -0.016 0.016 -0.0519 0.0105
1958 occupation_Armed-Forces ageGRP_2_[20,30] 0.016 0.016 -0.00504 -0.213
2875 occupation_Transport-moving native-country_Philippines -0.0159 0.0159 -0.0215 0.0123
424 workclass_Local-gov occupation_Adm-clerical 0.0159 0.0159 0.0331 -0.09
1176 marital-status_Divorced education-numGRP_6_[13,16) -0.0159 0.0159 -0.127 0.269
317 workclass_Federal-gov marital-status_Married-AF-spouse 0.0159 0.0159 0.0594 0.0121
3194 relationship_Unmarried native-country_Columbia 0.0159 0.0159 -0.143 -0.0206
1318 marital-status_Married-civ-spouse native-country_Greece 0.0158 0.0158 0.445 0.00245
3664 sex_Female native-country_Puerto-Rico 0.0158 0.0158 -0.216 -0.0188
3723 sex_Male native-country_Puerto-Rico -0.0158 0.0158 0.216 -0.0188
2238 occupation_Handlers-cleaners race_White -0.0158 0.0158 -0.0873 0.0852
972 workclass_State-gov native-country_Taiwan 0.0158 0.0158 0.0148 0.014
5378 ageGRP_4_[40,50] hours-per-weekGRP_2_[20,40] -0.0157 0.0157 0.17 -0.153
329 workclass_Federal-gov occupation_Handlers-cleaners -0.0157 0.0157 0.0594 -0.0873
3602 race_White native-country_Poland 0.0157 0.0157 0.0852 -0.0041
252 workclass_? native-country_Canada 0.0157 0.0157 -0.0782 0.0116
925 workclass_State-gov relationship_Other-relative -0.0157 0.0157 0.0148 -0.0837
1213 marital-status_Married-AF-spouse sex_Female 0.0157 0.0157 0.0121 -0.216
1214 marital-status_Married-AF-spouse sex_Male -0.0157 0.0157 0.0121 0.216
118 CapitalLossPositive marital-status_Separated -0.0157 0.0157 0.139 -0.0744
4962 native-country_Mexico hours-per-weekGRP_4_[50,60] -0.0157 0.0157 -0.0629 0.131
2044 occupation_Craft-repair ageGRP_5_[50,60] 0.0157 0.0157 -0.0126 0.119
3451 race_Black native-country_China -0.0157 0.0157 -0.0891 0.00291
4503 native-country_Haiti education-numGRP_1_[1,4] 0.0157 0.0157 -0.0129 -0.0835
2273 occupation_Handlers-cleaners native-country_Portugal 0.0156 0.0156 -0.0873 -0.0105
1748 occupation_? native-country_Canada 0.0156 0.0156 -0.0786 0.0116
2684 occupation_Protective-serv hours-per-weekGRP_5_[60,INF) 0.0156 0.0156 0.0281 0.0541
1711 marital-status_Widowed education-numGRP_4_[8,10] 0.0156 0.0156 -0.0644 -0.176
1546 marital-status_Separated occupation_Adm-clerical 0.0156 0.0156 -0.0744 -0.09
1203 marital-status_Married-AF-spouse relationship_Not-in-family -0.0156 0.0156 0.0121 -0.189
2888 occupation_Transport-moving ageGRP_2_[20,30] -0.0155 0.0155 -0.0215 -0.213
2531 occupation_Priv-house-serv hours-per-weekGRP_3_[40,50] -0.0155 0.0155 -0.0371 0.172
4066 native-country_Cuba ageGRP_2_[20,30] -0.0155 0.0155 0.00283 -0.213
2089 occupation_Exec-managerial native-country_England 0.0155 0.0155 0.215 0.0114
3055 relationship_Other-relative native-country_? 0.0155 0.0155 -0.0837 0.00304
1709 marital-status_Widowed education-numGRP_2_[4,6] 0.0155 0.0155 -0.0644 -0.0904
3250 relationship_Wife race_Asian-Pac-Islander 0.0155 0.0155 0.123 0.0105
4219 native-country_El-Salvador ageGRP_2_[20,30] 0.0155 0.0155 -0.0208 -0.213
924 workclass_State-gov relationship_Not-in-family 0.0155 0.0155 0.0148 -0.189
390 workclass_Federal-gov native-country_United-States 0.0154 0.0154 0.0594 0.0345
669 workclass_Private native-country_Ireland 0.0154 0.0154 -0.0785 -0.00206
3470 race_Black native-country_Italy -0.0154 0.0154 -0.0891 0.0113
3622 race_White education-numGRP_4_[8,10] -0.0154 0.0154 0.0852 -0.176
3552 race_Other ageGRP_1_[0,20] 0.0154 0.0154 -0.0318 -0.159
2461 occupation_Priv-house-serv occupation_Transport-moving -0.0154 0.0154 -0.0371 -0.0215
127 CapitalLossPositive occupation_Machine-op-inspct -0.0154 0.0154 0.139 -0.0694
871 workclass_Self-emp-not-inc native-country_Philippines -0.0154 0.0154 0.03 0.0123
1552 marital-status_Separated occupation_Machine-op-inspct 0.0154 0.0154 -0.0744 -0.0694
2924 relationship_Husband native-country_El-Salvador -0.0153 0.0153 0.401 -0.0208
837 workclass_Self-emp-not-inc race_Other -0.0153 0.0153 0.03 -0.0318
1109 marital-status_Divorced occupation_Transport-moving -0.0153 0.0153 -0.127 -0.0215
3530 race_Other native-country_Iran 0.0153 0.0153 -0.0318 0.0151
4065 native-country_Cuba ageGRP_1_[0,20] -0.0153 0.0153 0.00283 -0.159
3043 relationship_Not-in-family hours-per-weekGRP_4_[50,60] -0.0153 0.0153 -0.189 0.131
3566 race_Other hours-per-weekGRP_3_[40,50] -0.0152 0.0152 -0.0318 0.172
1103 marital-status_Divorced occupation_Other-service 0.0152 0.0152 -0.127 -0.156
4329 native-country_France hours-per-weekGRP_3_[40,50] 0.0152 0.0152 0.0121 0.172
4849 native-country_Jamaica ageGRP_2_[20,30] 0.0152 0.0152 -0.0137 -0.213
4675 native-country_Hungary hours-per-weekGRP_1_[0,20] 0.0152 0.0152 -0.00047 -0.128
2598 occupation_Prof-specialty ageGRP_6_[60,INF) -0.0152 0.0152 0.186 -0.00294
418 workclass_Local-gov marital-status_Married-civ-spouse 0.0152 0.0152 0.0331 0.445
3491 race_Black ageGRP_2_[20,30] 0.0151 0.0151 -0.0891 -0.213
618 workclass_Private marital-status_Separated 0.0151 0.0151 -0.0785 -0.0744
1376 marital-status_Married-spouse-absent occupation_Other-service 0.0151 0.0151 -0.0425 -0.156
2767 occupation_Tech-support race_Asian-Pac-Islander 0.0151 0.0151 0.0257 0.0105
1386 marital-status_Married-spouse-absent relationship_Own-child -0.0151 0.0151 -0.0425 -0.229
3061 relationship_Other-relative native-country_Dominican-Republic 0.0151 0.0151 -0.0837 -0.023
84 CapitalGainPositive native-country_United-States 0.0151 0.0151 0.266 0.0345
2834 occupation_Transport-moving relationship_Other-relative -0.0151 0.0151 -0.0215 -0.0837
2041 occupation_Craft-repair ageGRP_2_[20,30] -0.0151 0.0151 -0.0126 -0.213
901 workclass_State-gov marital-status_Divorced 0.015 0.015 0.0148 -0.127
2949 relationship_Husband native-country_Puerto-Rico -0.015 0.015 0.401 -0.0188
2930 relationship_Husband native-country_Haiti -0.015 0.015 0.401 -0.0129
738 workclass_Self-emp-inc race_Amer-Indian-Eskimo -0.015 0.015 0.139 -0.0287
2321 occupation_Machine-op-inspct native-country_Cambodia 0.015 0.015 -0.0694 0.00721
4375 native-country_Germany hours-per-weekGRP_2_[20,40] -0.015 0.015 0.0122 -0.153
4634 native-country_Hong education-numGRP_6_[13,16) 0.015 0.015 0.00343 0.269
3299 relationship_Wife ageGRP_2_[20,30] -0.0149 0.0149 0.123 -0.213
2342 occupation_Machine-op-inspct native-country_Italy 0.0149 0.0149 -0.0694 0.0113
1312 marital-status_Married-civ-spouse native-country_Dominican-Republic -0.0149 0.0149 0.445 -0.023
4893 native-country_Japan education-numGRP_6_[13,16) 0.0149 0.0149 0.0149 0.269
2564 occupation_Prof-specialty native-country_Guatemala -0.0149 0.0149 0.186 -0.0201
2939 relationship_Husband native-country_Jamaica -0.0148 0.0148 0.401 -0.0137
2995 relationship_Not-in-family native-country_England 0.0148 0.0148 -0.189 0.0114
930 workclass_State-gov race_Asian-Pac-Islander 0.0148 0.0148 0.0148 0.0105
3642 sex_Female native-country_Germany 0.0148 0.0148 -0.216 0.0122
3701 sex_Male native-country_Germany -0.0148 0.0148 0.216 0.0122
338 workclass_Federal-gov relationship_Husband 0.0148 0.0148 0.0594 0.401
3488 race_Black native-country_Vietnam -0.0148 0.0148 -0.0891 -0.0176
1498 marital-status_Never-married native-country_Guatemala 0.0148 0.0148 -0.318 -0.0201
4632 native-country_Hong education-numGRP_4_[8,10] -0.0148 0.0148 0.00343 -0.176
3631 sex_Female native-country_? -0.0147 0.0147 -0.216 0.00304
3690 sex_Male native-country_? 0.0147 0.0147 0.216 0.00304
1854 occupation_Adm-clerical native-country_Jamaica 0.0147 0.0147 -0.09 -0.0137
440 workclass_Local-gov relationship_Other-relative -0.0147 0.0147 0.0331 -0.0837
17 CapitalGainPositive occupation_? -0.0147 0.0147 0.266 -0.0786
715 workclass_Self-emp-inc marital-status_Separated -0.0146 0.0146 0.139 -0.0744
2333 occupation_Machine-op-inspct native-country_Guatemala 0.0146 0.0146 -0.0694 -0.0201
3578 race_White native-country_Ecuador -0.0146 0.0146 0.0852 -0.00672
678 workclass_Private native-country_Philippines 0.0146 0.0146 -0.0785 0.0123
2532 occupation_Priv-house-serv hours-per-weekGRP_4_[50,60] -0.0146 0.0146 -0.0371 0.131
4129 native-country_Dominican-Republic hours-per-weekGRP_1_[0,20] -0.0146 0.0146 -0.023 -0.128
3431 race_Asian-Pac-Islander ageGRP_5_[50,60] -0.0146 0.0146 0.0105 0.119
2308 occupation_Machine-op-inspct relationship_Not-in-family -0.0146 0.0146 -0.0694 -0.189
780 workclass_Self-emp-inc native-country_South 0.0145 0.0145 0.139 -0.00474
3377 race_Amer-Indian-Eskimo hours-per-weekGRP_3_[40,50] -0.0145 0.0145 -0.0287 0.172
3239 relationship_Unmarried education-numGRP_2_[4,6] 0.0145 0.0145 -0.143 -0.0904
3914 native-country_Canada education-numGRP_6_[13,16) 0.0145 0.0145 0.0116 0.269
4169 native-country_Ecuador ageGRP_2_[20,30] 0.0145 0.0145 -0.00672 -0.213
3461 race_Black native-country_Guatemala -0.0145 0.0145 -0.0891 -0.0201
1 CapitalGainPositive workclass_? -0.0144 0.0144 0.266 -0.0782
2364 occupation_Machine-op-inspct ageGRP_3_[30,40] 0.0144 0.0144 -0.0694 0.0568
342 workclass_Federal-gov relationship_Unmarried 0.0144 0.0144 0.0594 -0.143
4423 native-country_Greece hours-per-weekGRP_4_[50,60] 0.0144 0.0144 0.00245 0.131
381 workclass_Federal-gov native-country_Philippines 0.0144 0.0144 0.0594 0.0123
2890 occupation_Transport-moving ageGRP_4_[40,50] 0.0144 0.0144 -0.0215 0.17
5203 native-country_South hours-per-weekGRP_2_[20,40] -0.0144 0.0144 -0.00474 -0.153
3307 relationship_Wife education-numGRP_4_[8,10] -0.0143 0.0143 0.123 -0.176
1678 marital-status_Widowed native-country_Hungary 0.0143 0.0143 -0.0644 -0.00047
3467 race_Black native-country_India -0.0143 0.0143 -0.0891 0.0207
3576 race_White native-country_Cuba 0.0143 0.0143 0.0852 0.00283
384 workclass_Federal-gov native-country_Puerto-Rico 0.0143 0.0143 0.0594 -0.0188
2838 occupation_Transport-moving race_Amer-Indian-Eskimo 0.0143 0.0143 -0.0215 -0.0287
3309 relationship_Wife education-numGRP_6_[13,16) 0.0142 0.0142 0.123 0.269
3562 race_Other education-numGRP_5_[10,13] -0.0142 0.0142 -0.0318 0.163
339 workclass_Federal-gov relationship_Not-in-family 0.0142 0.0142 0.0594 -0.189
2222 occupation_Handlers-cleaners occupation_Priv-house-serv -0.0142 0.0142 -0.0873 -0.0371
2229 occupation_Handlers-cleaners relationship_Not-in-family -0.0142 0.0142 -0.0873 -0.189
2609 occupation_Prof-specialty hours-per-weekGRP_5_[60,INF) 0.0142 0.0142 0.186 0.0541
4324 native-country_France education-numGRP_4_[8,10] -0.0142 0.0142 0.0121 -0.176
789 workclass_Self-emp-inc ageGRP_3_[30,40] -0.0142 0.0142 0.139 0.0568
2352 occupation_Machine-op-inspct native-country_Portugal 0.0141 0.0141 -0.0694 -0.0105
2674 occupation_Protective-serv education-numGRP_1_[1,4] -0.0141 0.0141 0.0281 -0.0835
1462 marital-status_Never-married occupation_Farming-fishing -0.0141 0.0141 -0.318 -0.0519
2394 occupation_Other-service race_Other 0.0141 0.0141 -0.156 -0.0318
2526 occupation_Priv-house-serv education-numGRP_4_[8,10] -0.0141 0.0141 -0.0371 -0.176
1389 marital-status_Married-spouse-absent race_Amer-Indian-Eskimo 0.014 0.014 -0.0425 -0.0287
2234 occupation_Handlers-cleaners race_Amer-Indian-Eskimo 0.014 0.014 -0.0873 -0.0287
2110 occupation_Exec-managerial native-country_Philippines -0.014 0.014 0.215 0.0123
1589 marital-status_Separated native-country_Honduras 0.014 0.014 -0.0744 -0.00766
3727 sex_Male native-country_Thailand -0.014 0.014 0.216 -0.00408
3668 sex_Female native-country_Thailand 0.014 0.014 -0.216 -0.00408
3479 race_Black native-country_Poland -0.014 0.014 -0.0891 -0.0041
4862 native-country_Jamaica hours-per-weekGRP_3_[40,50] -0.014 0.014 -0.0137 0.172
713 workclass_Self-emp-inc marital-status_Married-spouse-absent -0.014 0.014 0.139 -0.0425
1504 marital-status_Never-married native-country_India -0.014 0.014 -0.318 0.0207
3376 race_Amer-Indian-Eskimo hours-per-weekGRP_2_[20,40] 0.0139 0.0139 -0.0287 -0.153
1839 occupation_Adm-clerical native-country_El-Salvador -0.0139 0.0139 -0.09 -0.0208
2652 occupation_Protective-serv native-country_Mexico -0.0139 0.0139 0.0281 -0.0629
3508 race_Other sex_Female 0.0139 0.0139 -0.0318 -0.216
3509 race_Other sex_Male -0.0139 0.0139 -0.0318 0.216
2094 occupation_Exec-managerial native-country_Haiti -0.0139 0.0139 0.215 -0.0129
3088 relationship_Other-relative native-country_Puerto-Rico 0.0139 0.0139 -0.0837 -0.0188
3452 race_Black native-country_Columbia -0.0139 0.0139 -0.0891 -0.0206
5080 native-country_Philippines hours-per-weekGRP_4_[50,60] -0.0139 0.0139 0.0123 0.131
1999 occupation_Craft-repair native-country_Cambodia 0.0138 0.0138 -0.0126 0.00721
917 workclass_State-gov occupation_Priv-house-serv -0.0138 0.0138 0.0148 -0.0371
345 workclass_Federal-gov race_Asian-Pac-Islander 0.0138 0.0138 0.0594 0.0105
1548 marital-status_Separated occupation_Craft-repair -0.0138 0.0138 -0.0744 -0.0126
1643 marital-status_Widowed occupation_Protective-serv -0.0138 0.0138 -0.0644 0.0281
4278 native-country_England education-numGRP_6_[13,16) 0.0138 0.0138 0.0114 0.269
880 workclass_Self-emp-not-inc native-country_United-States 0.0137 0.0137 0.03 0.0345
1567 marital-status_Separated race_Asian-Pac-Islander -0.0137 0.0137 -0.0744 0.0105
3305 relationship_Wife education-numGRP_2_[4,6] -0.0137 0.0137 0.123 -0.0904
4070 native-country_Cuba ageGRP_6_[60,INF) 0.0137 0.0137 0.00283 -0.00294
5391 ageGRP_5_[50,60] hours-per-weekGRP_3_[40,50] 0.0137 0.0137 0.119 0.172
13 CapitalGainPositive marital-status_Married-spouse-absent -0.0136 0.0136 0.266 -0.0425
1718 marital-status_Widowed hours-per-weekGRP_5_[60,INF) -0.0136 0.0136 -0.0644 0.0541
2678 occupation_Protective-serv education-numGRP_5_[10,13] 0.0136 0.0136 0.0281 0.163
1686 marital-status_Widowed native-country_Mexico -0.0136 0.0136 -0.0644 -0.0629
1765 occupation_? native-country_India -0.0136 0.0136 -0.0786 0.0207
1550 marital-status_Separated occupation_Farming-fishing -0.0136 0.0136 -0.0744 -0.0519
3958 native-country_China ageGRP_1_[0,20] -0.0136 0.0136 0.00291 -0.159
269 workclass_? native-country_India -0.0136 0.0136 -0.0782 0.0207
2019 occupation_Craft-repair native-country_Ireland 0.0136 0.0136 -0.0126 -0.00206
2482 occupation_Priv-house-serv native-country_Ecuador 0.0135 0.0135 -0.0371 -0.00672
2086 occupation_Exec-managerial native-country_Dominican-Republic -0.0135 0.0135 0.215 -0.023
1159 marital-status_Divorced native-country_Taiwan -0.0135 0.0135 -0.127 0.014
2783 occupation_Tech-support native-country_France 0.0135 0.0135 0.0257 0.0121
89 CapitalGainPositive ageGRP_3_[30,40] 0.0134 0.0134 0.266 0.0568
3304 relationship_Wife education-numGRP_1_[1,4] -0.0134 0.0134 0.123 -0.0835
1831 occupation_Adm-clerical native-country_? -0.0134 0.0134 -0.09 0.00304
4464 native-country_Guatemala education-numGRP_6_[13,16) -0.0134 0.0134 -0.0201 0.269
1834 occupation_Adm-clerical native-country_China -0.0134 0.0134 -0.09 0.00291
3289 relationship_Wife native-country_Puerto-Rico 0.0134 0.0134 0.123 -0.0188
983 workclass_State-gov ageGRP_6_[60,INF) -0.0134 0.0134 0.0148 -0.00294
2270 occupation_Handlers-cleaners native-country_Peru 0.0134 0.0134 -0.0873 -0.0127
2561 occupation_Prof-specialty native-country_France 0.0133 0.0133 0.186 0.0121
1302 marital-status_Married-civ-spouse race_Other -0.0133 0.0133 0.445 -0.0318
1099 marital-status_Divorced occupation_Exec-managerial 0.0133 0.0133 -0.127 0.215
1657 marital-status_Widowed race_White -0.0133 0.0133 -0.0644 0.0852
5260 native-country_Trinadad&Tobago education-numGRP_2_[4,6] 0.0133 0.0133 -0.00766 -0.0904
3681 sex_Female education-numGRP_3_[6,8] 0.0133 0.0133 -0.216 -0.0975
3740 sex_Male education-numGRP_3_[6,8] -0.0133 0.0133 0.216 -0.0975
3321 race_Amer-Indian-Eskimo native-country_? -0.0133 0.0133 -0.0287 0.00304
1621 marital-status_Separated education-numGRP_1_[1,4] 0.0133 0.0133 -0.0744 -0.0835
2392 occupation_Other-service race_Asian-Pac-Islander 0.0132 0.0132 -0.156 0.0105
3034 relationship_Not-in-family education-numGRP_1_[1,4] -0.0132 0.0132 -0.189 -0.0835
2480 occupation_Priv-house-serv native-country_Cuba 0.0132 0.0132 -0.0371 0.00283
761 workclass_Self-emp-inc native-country_Honduras 0.0131 0.0131 0.139 -0.00766
2928 relationship_Husband native-country_Greece 0.0131 0.0131 0.401 0.00245
3201 relationship_Unmarried native-country_Germany 0.0131 0.0131 -0.143 0.0122
1534 marital-status_Never-married education-numGRP_2_[4,6] 0.0131 0.0131 -0.318 -0.0904
2048 occupation_Craft-repair education-numGRP_3_[6,8] 0.0131 0.0131 -0.0126 -0.0975
2553 occupation_Prof-specialty native-country_Canada 0.0131 0.0131 0.186 0.0116
2829 occupation_Tech-support hours-per-weekGRP_3_[40,50] -0.013 0.013 0.0257 0.172
486 workclass_Local-gov native-country_South -0.013 0.013 0.0331 -0.00474
2028 occupation_Craft-repair native-country_Philippines -0.013 0.013 -0.0126 0.0123
3561 race_Other education-numGRP_4_[8,10] -0.013 0.013 -0.0318 -0.176
1081 workclass_Without-pay education-numGRP_4_[8,10] 0.0129 0.0129 -0.0117 -0.176
4277 native-country_England education-numGRP_5_[10,13] 0.0129 0.0129 0.0114 0.163
160 CapitalLossPositive native-country_Greece 0.0129 0.0129 0.139 0.00245
854 workclass_Self-emp-not-inc native-country_Guatemala -0.0129 0.0129 0.03 -0.0201
1347 marital-status_Married-civ-spouse native-country_Yugoslavia 0.0129 0.0129 0.445 0.00696
3484 race_Black native-country_Taiwan -0.0129 0.0129 -0.0891 0.014
2614 occupation_Protective-serv relationship_Not-in-family -0.0129 0.0129 0.0281 -0.189
4025 native-country_Columbia hours-per-weekGRP_2_[20,40] 0.0129 0.0129 -0.0206 -0.153
2583 occupation_Prof-specialty native-country_Portugal -0.0129 0.0129 0.186 -0.0105
4588 native-country_Honduras education-numGRP_1_[1,4] 0.0129 0.0129 -0.00766 -0.0835
2831 occupation_Tech-support hours-per-weekGRP_5_[60,INF) -0.0129 0.0129 0.0257 0.0541
3490 race_Black ageGRP_1_[0,20] -0.0128 0.0128 -0.0891 -0.159
4992 native-country_Nicaragua hours-per-weekGRP_3_[40,50] -0.0128 0.0128 -0.0138 0.172
912 workclass_State-gov occupation_Exec-managerial 0.0128 0.0128 0.0148 0.215
726 workclass_Self-emp-inc occupation_Priv-house-serv -0.0128 0.0128 0.139 -0.0371
2427 occupation_Other-service native-country_Peru 0.0128 0.0128 -0.156 -0.0127
2957 relationship_Husband native-country_Yugoslavia 0.0127 0.0127 0.401 0.00696
3728 sex_Male native-country_Trinadad&Tobago -0.0127 0.0127 0.216 -0.00766
2616 occupation_Protective-serv relationship_Own-child -0.0127 0.0127 0.0281 -0.229
3669 sex_Female native-country_Trinadad&Tobago 0.0127 0.0127 -0.216 -0.00766
141 CapitalLossPositive race_Amer-Indian-Eskimo -0.0127 0.0127 0.139 -0.0287
409 workclass_Federal-gov hours-per-weekGRP_5_[60,INF) -0.0127 0.0127 0.0594 0.0541
1987 occupation_Craft-repair relationship_Other-relative -0.0127 0.0127 -0.0126 -0.0837
1314 marital-status_Married-civ-spouse native-country_El-Salvador -0.0127 0.0127 0.445 -0.0208
2017 occupation_Craft-repair native-country_India -0.0127 0.0127 -0.0126 0.0207
2024 occupation_Craft-repair native-country_Mexico 0.0127 0.0127 -0.0126 -0.0629
4676 native-country_Hungary hours-per-weekGRP_2_[20,40] -0.0127 0.0127 -0.00047 -0.153
4978 native-country_Nicaragua ageGRP_1_[0,20] 0.0126 0.0126 -0.0138 -0.159
3368 race_Amer-Indian-Eskimo ageGRP_6_[60,INF) -0.0126 0.0126 -0.0287 -0.00294
2121 occupation_Exec-managerial native-country_Yugoslavia 0.0126 0.0126 0.215 0.00696
5153 native-country_Puerto-Rico education-numGRP_5_[10,13] -0.0126 0.0126 -0.0188 0.163
3680 sex_Female education-numGRP_2_[4,6] -0.0126 0.0126 -0.216 -0.0904
3739 sex_Male education-numGRP_2_[4,6] 0.0126 0.0126 0.216 -0.0904
3556 race_Other ageGRP_5_[50,60] -0.0126 0.0126 -0.0318 0.119
1631 marital-status_Separated hours-per-weekGRP_5_[60,INF) -0.0125 0.0125 -0.0744 0.0541
2212 occupation_Farming-fishing education-numGRP_4_[8,10] 0.0125 0.0125 -0.0519 -0.176
655 workclass_Private native-country_Ecuador 0.0125 0.0125 -0.0785 -0.00672
1112 marital-status_Divorced relationship_Other-relative -0.0125 0.0125 -0.127 -0.0837
4074 native-country_Cuba education-numGRP_4_[8,10] -0.0125 0.0125 0.00283 -0.176
2001 occupation_Craft-repair native-country_China -0.0124 0.0124 -0.0126 0.00291
2763 occupation_Tech-support relationship_Own-child -0.0124 0.0124 0.0257 -0.229
2272 occupation_Handlers-cleaners native-country_Poland 0.0124 0.0124 -0.0873 -0.0041
907 workclass_State-gov marital-status_Widowed -0.0124 0.0124 0.0148 -0.0644
4328 native-country_France hours-per-weekGRP_2_[20,40] -0.0124 0.0124 0.0121 -0.153
3193 relationship_Unmarried native-country_China -0.0124 0.0124 -0.143 0.00291
5010 native-country_Outlying-US(Guam-USVI-etc) ageGRP_3_[30,40] -0.0124 0.0124 -0.0117 0.0568
3013 relationship_Not-in-family native-country_Nicaragua -0.0124 0.0124 -0.189 -0.0138
1074 workclass_Without-pay ageGRP_3_[30,40] -0.0124 0.0124 -0.0117 0.0568
31 CapitalGainPositive occupation_Transport-moving -0.0124 0.0124 0.266 -0.0215
5222 native-country_Taiwan education-numGRP_5_[10,13] 0.0123 0.0123 0.014 0.163
4668 native-country_Hungary ageGRP_6_[60,INF) 0.0123 0.0123 -0.00047 -0.00294
2207 occupation_Farming-fishing ageGRP_5_[50,60] 0.0123 0.0123 -0.0519 0.119
1876 occupation_Adm-clerical ageGRP_4_[40,50] -0.0123 0.0123 -0.09 0.17
1322 marital-status_Married-civ-spouse native-country_Honduras -0.0123 0.0123 0.445 -0.00766
196 CapitalLossPositive education-numGRP_1_[1,4] -0.0123 0.0123 0.139 -0.0835
1557 marital-status_Separated occupation_Sales -0.0122 0.0122 -0.0744 0.0237
2107 occupation_Exec-managerial native-country_Nicaragua -0.0122 0.0122 0.215 -0.0138
3134 relationship_Own-child native-country_Germany -0.0122 0.0122 -0.229 0.0122
2268 occupation_Handlers-cleaners native-country_Nicaragua 0.0122 0.0122 -0.0873 -0.0138
125 CapitalLossPositive occupation_Farming-fishing -0.0122 0.0122 0.139 -0.0519
1018 workclass_Without-pay relationship_Not-in-family -0.0121 0.0121 -0.0117 -0.189
2517 occupation_Priv-house-serv ageGRP_1_[0,20] 0.0121 0.0121 -0.0371 -0.159
537 workclass_Never-worked relationship_Husband -0.0121 0.0121 -0.00826 0.401
285 workclass_? native-country_South 0.0121 0.0121 -0.0782 -0.00474
519 workclass_Never-worked marital-status_Never-married 0.0121 0.0121 -0.00826 -0.318
3219 relationship_Unmarried native-country_Peru 0.012 0.012 -0.143 -0.0127
2142 occupation_Farming-fishing occupation_Priv-house-serv -0.012 0.012 -0.0519 -0.0371
5361 ageGRP_3_[30,40] education-numGRP_4_[8,10] -0.012 0.012 0.0568 -0.176
3291 relationship_Wife native-country_South 0.012 0.012 0.123 -0.00474
4818 native-country_Italy ageGRP_6_[60,INF) 0.012 0.012 0.0113 -0.00294
1781 occupation_? native-country_South 0.012 0.012 -0.0786 -0.00474
1459 marital-status_Never-married occupation_Armed-Forces 0.012 0.012 -0.318 -0.00504
3615 race_White ageGRP_3_[30,40] -0.012 0.012 0.0852 0.0568
5224 native-country_Taiwan hours-per-weekGRP_1_[0,20] 0.012 0.012 0.014 -0.128
4276 native-country_England education-numGRP_4_[8,10] -0.012 0.012 0.0114 -0.176
2854 occupation_Transport-moving native-country_England -0.012 0.012 -0.0215 0.0114
4636 native-country_Hong hours-per-weekGRP_2_[20,40] 0.0119 0.0119 0.00343 -0.153
3286 relationship_Wife native-country_Philippines 0.0119 0.0119 0.123 0.0123
5009 native-country_Outlying-US(Guam-USVI-etc) ageGRP_2_[20,30] 0.0119 0.0119 -0.0117 -0.213
3000 relationship_Not-in-family native-country_Haiti -0.0119 0.0119 -0.189 -0.0129
4665 native-country_Hungary ageGRP_3_[30,40] -0.0119 0.0119 -0.00047 0.0568
1180 marital-status_Divorced hours-per-weekGRP_4_[50,60] -0.0119 0.0119 -0.127 0.131
2502 occupation_Priv-house-serv native-country_Nicaragua 0.0119 0.0119 -0.0371 -0.0138
3454 race_Black native-country_Dominican-Republic 0.0119 0.0119 -0.0891 -0.023
1586 marital-status_Separated native-country_Guatemala 0.0119 0.0119 -0.0744 -0.0201
2100 occupation_Exec-managerial native-country_Iran 0.0118 0.0118 0.215 0.0151
3468 race_Black native-country_Iran -0.0118 0.0118 -0.0891 0.0151
4019 native-country_Columbia education-numGRP_2_[4,6] 0.0118 0.0118 -0.0206 -0.0904
332 workclass_Federal-gov occupation_Priv-house-serv -0.0118 0.0118 0.0594 -0.0371
3453 race_Black native-country_Cuba -0.0118 0.0118 -0.0891 0.00283
3204 relationship_Unmarried native-country_Haiti 0.0118 0.0118 -0.143 -0.0129
3432 race_Asian-Pac-Islander ageGRP_6_[60,INF) -0.0118 0.0118 0.0105 -0.00294
1310 marital-status_Married-civ-spouse native-country_Columbia -0.0118 0.0118 0.445 -0.0206
2871 occupation_Transport-moving native-country_Mexico -0.0118 0.0118 -0.0215 -0.0629
3548 race_Other native-country_Trinadad&Tobago 0.0118 0.0118 -0.0318 -0.00766
4892 native-country_Japan education-numGRP_5_[10,13] 0.0118 0.0118 0.0149 0.163
932 workclass_State-gov race_Other -0.0118 0.0118 0.0148 -0.0318
5041 native-country_Peru ageGRP_5_[50,60] -0.0118 0.0118 -0.0127 0.119
2557 occupation_Prof-specialty native-country_Dominican-Republic -0.0117 0.0117 0.186 -0.023
2309 occupation_Machine-op-inspct relationship_Other-relative 0.0117 0.0117 -0.0694 -0.0837
4369 native-country_Germany education-numGRP_2_[4,6] -0.0117 0.0117 0.0122 -0.0904
3563 race_Other education-numGRP_6_[13,16) -0.0117 0.0117 -0.0318 0.269
41 CapitalGainPositive race_Other -0.0117 0.0117 0.266 -0.0318
1914 occupation_Armed-Forces sex_Male 0.0117 0.0117 -0.00504 0.216
1913 occupation_Armed-Forces sex_Female -0.0117 0.0117 -0.00504 -0.216
677 workclass_Private native-country_Peru 0.0117 0.0117 -0.0785 -0.0127
5292 native-country_Vietnam ageGRP_3_[30,40] -0.0117 0.0117 -0.0176 0.0568
3014 relationship_Not-in-family native-country_Outlying-US(Guam-USVI-etc) 0.0117 0.0117 -0.189 -0.0117
5131 native-country_Portugal hours-per-weekGRP_2_[20,40] 0.0117 0.0117 -0.0105 -0.153
944 workclass_State-gov native-country_El-Salvador -0.0116 0.0116 0.0148 -0.0208
2920 relationship_Husband native-country_Columbia -0.0116 0.0116 0.401 -0.0206
4131 native-country_Dominican-Republic hours-per-weekGRP_3_[40,50] -0.0116 0.0116 -0.023 0.172
2460 occupation_Priv-house-serv occupation_Tech-support -0.0116 0.0116 -0.0371 0.0257
3253 relationship_Wife race_White -0.0116 0.0116 0.123 0.0852
1481 marital-status_Never-married race_Other 0.0116 0.0116 -0.318 -0.0318
1479 marital-status_Never-married race_Asian-Pac-Islander 0.0116 0.0116 -0.318 0.0105
2390 occupation_Other-service relationship_Wife 0.0116 0.0116 -0.156 0.123
5287 native-country_United-States hours-per-weekGRP_4_[50,60] 0.0116 0.0116 0.0345 0.131
5065 native-country_Philippines ageGRP_1_[0,20] -0.0115 0.0115 0.0123 -0.159
4755 native-country_Iran hours-per-weekGRP_4_[50,60] 0.0115 0.0115 0.0151 0.131
1020 workclass_Without-pay relationship_Own-child 0.0115 0.0115 -0.0117 -0.229
4465 native-country_Guatemala hours-per-weekGRP_1_[0,20] -0.0115 0.0115 -0.0201 -0.128
2347 occupation_Machine-op-inspct native-country_Nicaragua 0.0115 0.0115 -0.0694 -0.0138
334 workclass_Federal-gov occupation_Protective-serv 0.0115 0.0115 0.0594 0.0281
3534 race_Other native-country_Japan 0.0115 0.0115 -0.0318 0.0149
2817 occupation_Tech-support ageGRP_3_[30,40] 0.0115 0.0115 0.0257 0.0568
2699 occupation_Sales sex_Male -0.0115 0.0115 0.0237 0.216
2698 occupation_Sales sex_Female 0.0115 0.0115 0.0237 -0.216
4988 native-country_Nicaragua education-numGRP_5_[10,13] -0.0115 0.0115 -0.0138 0.163
3152 relationship_Own-child native-country_Peru 0.0115 0.0115 -0.229 -0.0127
3216 relationship_Unmarried native-country_Mexico 0.0115 0.0115 -0.143 -0.0629
301 workclass_? education-numGRP_4_[8,10] 0.0114 0.0114 -0.0782 -0.176
2475 occupation_Priv-house-serv native-country_? 0.0114 0.0114 -0.0371 0.00304
4424 native-country_Greece hours-per-weekGRP_5_[60,INF) 0.0114 0.0114 0.00245 0.0541
3145 relationship_Own-child native-country_Italy -0.0114 0.0114 -0.229 0.0113
64 CapitalGainPositive native-country_India 0.0114 0.0114 0.266 0.0207
105 CapitalLossPositive workclass_Federal-gov 0.0114 0.0114 0.139 0.0594
859 workclass_Self-emp-not-inc native-country_Hungary 0.0114 0.0114 0.03 -0.00047
3487 race_Black native-country_United-States 0.0114 0.0114 -0.0891 0.0345
979 workclass_State-gov ageGRP_2_[20,30] -0.0114 0.0114 0.0148 -0.213
5390 ageGRP_5_[50,60] hours-per-weekGRP_2_[20,40] 0.0114 0.0114 0.119 -0.153
3603 race_White native-country_Portugal 0.0114 0.0114 0.0852 -0.0105
757 workclass_Self-emp-inc native-country_Greece 0.0114 0.0114 0.139 0.00245
2008 occupation_Craft-repair native-country_France -0.0113 0.0113 -0.0126 0.0121
246 workclass_? race_Other 0.0113 0.0113 -0.0782 -0.0318
2768 occupation_Tech-support race_Black -0.0113 0.0113 0.0257 -0.0891
4371 native-country_Germany education-numGRP_4_[8,10] -0.0113 0.0113 0.0122 -0.176
3039 relationship_Not-in-family education-numGRP_6_[13,16) 0.0113 0.0113 -0.189 0.269
1145 marital-status_Divorced native-country_Italy -0.0113 0.0113 -0.127 0.0113
2812 occupation_Tech-support native-country_United-States 0.0113 0.0113 0.0257 0.0345
2417 occupation_Other-service native-country_India -0.0113 0.0113 -0.156 0.0207
3270 relationship_Wife native-country_Haiti 0.0112 0.0112 0.123 -0.0129
3860 native-country_Cambodia hours-per-weekGRP_2_[20,40] 0.0112 0.0112 0.00721 -0.153
2591 occupation_Prof-specialty native-country_Vietnam -0.0112 0.0112 0.186 -0.0176
1742 occupation_? race_Other 0.0112 0.0112 -0.0786 -0.0318
3015 relationship_Not-in-family native-country_Peru -0.0112 0.0112 -0.189 -0.0127
1797 occupation_? education-numGRP_4_[8,10] 0.0112 0.0112 -0.0786 -0.176
3651 sex_Female native-country_Iran -0.0112 0.0112 -0.216 0.0151
3710 sex_Male native-country_Iran 0.0112 0.0112 0.216 0.0151
2344 occupation_Machine-op-inspct native-country_Japan -0.0112 0.0112 -0.0694 0.0149
4172 native-country_Ecuador ageGRP_5_[50,60] -0.0112 0.0112 -0.00672 0.119
455 workclass_Local-gov native-country_Columbia -0.0112 0.0112 0.0331 -0.0206
778 workclass_Self-emp-inc native-country_Puerto-Rico -0.0112 0.0112 0.139 -0.0188
1860 occupation_Adm-clerical native-country_Peru -0.0112 0.0112 -0.09 -0.0127
2688 occupation_Sales relationship_Not-in-family -0.0112 0.0112 0.0237 -0.189
2811 occupation_Tech-support native-country_Trinadad&Tobago 0.0112 0.0112 0.0257 -0.00766
2257 occupation_Handlers-cleaners native-country_Honduras 0.0111 0.0111 -0.0873 -0.00766
1380 marital-status_Married-spouse-absent occupation_Sales -0.0111 0.0111 -0.0425 0.0237
4501 native-country_Haiti ageGRP_5_[50,60] 0.0111 0.0111 -0.0129 0.119
5323 native-country_Yugoslavia hours-per-weekGRP_5_[60,INF) 0.0111 0.0111 0.00696 0.0541
4707 native-country_India ageGRP_6_[60,INF) -0.0111 0.0111 0.0207 -0.00294
4935 native-country_Mexico native-country_Philippines -0.0111 0.0111 -0.0629 0.0123
59 CapitalGainPositive native-country_Haiti -0.0111 0.0111 0.266 -0.0129
2944 relationship_Husband native-country_Outlying-US(Guam-USVI-etc) -0.0111 0.0111 0.401 -0.0117
1862 occupation_Adm-clerical native-country_Poland -0.0111 0.0111 -0.09 -0.0041
1496 marital-status_Never-married native-country_Germany -0.0111 0.0111 -0.318 0.0122
4414 native-country_Greece education-numGRP_1_[1,4] 0.0111 0.0111 0.00245 -0.0835
171 CapitalLossPositive native-country_Jamaica -0.0111 0.0111 0.139 -0.0137
927 workclass_State-gov relationship_Unmarried 0.011 0.011 0.0148 -0.143
5254 native-country_Trinadad&Tobago ageGRP_2_[20,30] -0.011 0.011 -0.00766 -0.213
1697 marital-status_Widowed native-country_Thailand 0.011 0.011 -0.0644 -0.00408
1085 workclass_Without-pay hours-per-weekGRP_2_[20,40] -0.011 0.011 -0.0117 -0.153
5106 native-country_Poland hours-per-weekGRP_3_[40,50] -0.011 0.011 -0.0041 0.172
3026 relationship_Not-in-family native-country_Vietnam -0.011 0.011 -0.189 -0.0176
941 workclass_State-gov native-country_Cuba -0.011 0.011 0.0148 0.00283
1505 marital-status_Never-married native-country_Iran -0.011 0.011 -0.318 0.0151
3370 race_Amer-Indian-Eskimo education-numGRP_2_[4,6] 0.011 0.011 -0.0287 -0.0904
2120 occupation_Exec-managerial native-country_Vietnam -0.011 0.011 0.215 -0.0176
3480 race_Black native-country_Portugal -0.011 0.011 -0.0891 -0.0105
2626 occupation_Protective-serv native-country_? -0.011 0.011 0.0281 0.00304
3966 native-country_China education-numGRP_3_[6,8] -0.0109 0.0109 0.00291 -0.0975
2360 occupation_Machine-op-inspct native-country_Vietnam 0.0109 0.0109 -0.0694 -0.0176
2439 occupation_Other-service native-country_Yugoslavia 0.0109 0.0109 -0.156 0.00696
507 workclass_Local-gov hours-per-weekGRP_3_[40,50] -0.0109 0.0109 0.0331 0.172
2848 occupation_Transport-moving native-country_China -0.0109 0.0109 -0.0215 0.00291
3125 relationship_Own-child native-country_Canada -0.0109 0.0109 -0.229 0.0116
764 workclass_Self-emp-inc native-country_India 0.0109 0.0109 0.139 0.0207
1820 occupation_Adm-clerical relationship_Other-relative 0.0109 0.0109 -0.09 -0.0837
2116 occupation_Exec-managerial native-country_Taiwan 0.0109 0.0109 0.215 0.014
1146 marital-status_Divorced native-country_Jamaica -0.0109 0.0109 -0.127 -0.0137
4667 native-country_Hungary ageGRP_5_[50,60] 0.0109 0.0109 -0.00047 0.119
2996 relationship_Not-in-family native-country_France 0.0109 0.0109 -0.189 0.0121
20 CapitalGainPositive occupation_Craft-repair -0.0109 0.0109 0.266 -0.0126
2215 occupation_Farming-fishing hours-per-weekGRP_1_[0,20] -0.0109 0.0109 -0.0519 -0.128
451 workclass_Local-gov native-country_? -0.0108 0.0108 0.0331 0.00304
5404 ageGRP_6_[60,INF) hours-per-weekGRP_5_[60,INF) -0.0108 0.0108 -0.00294 0.0541
3005 relationship_Not-in-family native-country_India -0.0108 0.0108 -0.189 0.0207
5146 native-country_Puerto-Rico ageGRP_4_[40,50] 0.0108 0.0108 -0.0188 0.17
3320 race_Amer-Indian-Eskimo sex_Male -0.0108 0.0108 -0.0287 0.216
3319 race_Amer-Indian-Eskimo sex_Female 0.0108 0.0108 -0.0287 -0.216
1559 marital-status_Separated occupation_Transport-moving -0.0108 0.0108 -0.0744 -0.0215
2404 occupation_Other-service native-country_Dominican-Republic 0.0108 0.0108 -0.156 -0.023
1119 marital-status_Divorced race_Other -0.0108 0.0108 -0.127 -0.0318
3555 race_Other ageGRP_4_[40,50] -0.0108 0.0108 -0.0318 0.17
2409 occupation_Other-service native-country_Germany -0.0108 0.0108 -0.156 0.0122
998 workclass_Without-pay marital-status_Married-spouse-absent 0.0108 0.0108 -0.0117 -0.0425
4410 native-country_Greece ageGRP_3_[30,40] -0.0108 0.0108 0.00245 0.0568
3184 relationship_Unmarried race_Asian-Pac-Islander -0.0108 0.0108 -0.143 0.0105
4884 native-country_Japan ageGRP_3_[30,40] 0.0108 0.0108 0.0149 0.0568
5282 native-country_United-States education-numGRP_5_[10,13] 0.0108 0.0108 0.0345 0.163
4234 native-country_El-Salvador hours-per-weekGRP_5_[60,INF) -0.0107 0.0107 -0.0208 0.0541
318 workclass_Federal-gov marital-status_Married-civ-spouse 0.0107 0.0107 0.0594 0.445
1453 marital-status_Married-spouse-absent hours-per-weekGRP_4_[50,60] -0.0107 0.0107 -0.0425 0.131
2434 occupation_Other-service native-country_Taiwan -0.0107 0.0107 -0.156 0.014
855 workclass_Self-emp-not-inc native-country_Haiti -0.0107 0.0107 0.03 -0.0129
5197 native-country_South education-numGRP_2_[4,6] -0.0107 0.0107 -0.00474 -0.0904
129 CapitalLossPositive occupation_Priv-house-serv -0.0107 0.0107 0.139 -0.0371
2722 occupation_Sales native-country_Italy -0.0107 0.0107 0.0237 0.0113
63 CapitalGainPositive native-country_Hungary 0.0107 0.0107 0.266 -0.00047
3140 relationship_Own-child native-country_Hong -0.0106 0.0106 -0.229 0.00343
151 CapitalLossPositive native-country_China 0.0106 0.0106 0.139 0.00291
4708 native-country_India education-numGRP_1_[1,4] -0.0106 0.0106 0.0207 -0.0835
5130 native-country_Portugal hours-per-weekGRP_1_[0,20] -0.0106 0.0106 -0.0105 -0.128
4117 native-country_Dominican-Republic ageGRP_1_[0,20] -0.0106 0.0106 -0.023 -0.159
2295 occupation_Handlers-cleaners hours-per-weekGRP_1_[0,20] 0.0106 0.0106 -0.0873 -0.128
5263 native-country_Trinadad&Tobago education-numGRP_5_[10,13] -0.0106 0.0106 -0.00766 0.163
2743 occupation_Sales ageGRP_2_[20,30] 0.0106 0.0106 0.0237 -0.213
1089 marital-status_Divorced marital-status_Married-AF-spouse -0.0106 0.0106 -0.127 0.0121
4233 native-country_El-Salvador hours-per-weekGRP_4_[50,60] -0.0106 0.0106 -0.0208 0.131
1300 marital-status_Married-civ-spouse race_Asian-Pac-Islander 0.0106 0.0106 0.445 0.0105
5040 native-country_Peru ageGRP_4_[40,50] 0.0106 0.0106 -0.0127 0.17
3778 native-country_? native-country_Philippines -0.0106 0.0106 0.00304 0.0123
4928 native-country_Laos hours-per-weekGRP_2_[20,40] 0.0105 0.0105 -0.00713 -0.153
2090 occupation_Exec-managerial native-country_France 0.0105 0.0105 0.215 0.0121
5151 native-country_Puerto-Rico education-numGRP_3_[6,8] 0.0105 0.0105 -0.0188 -0.0975
2559 occupation_Prof-specialty native-country_El-Salvador -0.0105 0.0105 0.186 -0.0208
3584 race_White native-country_Guatemala 0.0105 0.0105 0.0852 -0.0201
4955 native-country_Mexico education-numGRP_3_[6,8] 0.0104 0.0104 -0.0629 -0.0975
1470 marital-status_Never-married occupation_Tech-support 0.0104 0.0104 -0.318 0.0257
2714 occupation_Sales native-country_Haiti -0.0104 0.0104 0.0237 -0.0129
5202 native-country_South hours-per-weekGRP_1_[0,20] 0.0104 0.0104 -0.00474 -0.128
4673 native-country_Hungary education-numGRP_5_[10,13] 0.0104 0.0104 -0.00047 0.163
775 workclass_Self-emp-inc native-country_Philippines -0.0104 0.0104 0.139 0.0123
3393 race_Asian-Pac-Islander native-country_El-Salvador -0.0104 0.0104 0.0105 -0.0208
3636 sex_Female native-country_Cuba 0.0104 0.0104 -0.216 0.00283
3695 sex_Male native-country_Cuba -0.0104 0.0104 0.216 0.00283
2034 occupation_Craft-repair native-country_Taiwan -0.0103 0.0103 -0.0126 0.014
3338 race_Amer-Indian-Eskimo native-country_Hong 0.0103 0.0103 -0.0287 0.00343
4468 native-country_Guatemala hours-per-weekGRP_4_[50,60] -0.0103 0.0103 -0.0201 0.131
2889 occupation_Transport-moving ageGRP_3_[30,40] 0.0103 0.0103 -0.0215 0.0568
5317 native-country_Yugoslavia education-numGRP_5_[10,13] 0.0103 0.0103 0.00696 0.163
4740 native-country_Iran ageGRP_1_[0,20] -0.0103 0.0103 0.0151 -0.159
3058 relationship_Other-relative native-country_China 0.0103 0.0103 -0.0837 0.00291
3912 native-country_Canada education-numGRP_4_[8,10] -0.0103 0.0103 0.0116 -0.176
4232 native-country_El-Salvador hours-per-weekGRP_3_[40,50] -0.0102 0.0102 -0.0208 0.172
3364 race_Amer-Indian-Eskimo ageGRP_2_[20,30] 0.0102 0.0102 -0.0287 -0.213
447 workclass_Local-gov race_Other -0.0102 0.0102 0.0331 -0.0318
1334 marital-status_Married-civ-spouse native-country_Outlying-US(Guam-USVI-etc) -0.0102 0.0102 0.445 -0.0117
243 workclass_? race_Amer-Indian-Eskimo 0.0102 0.0102 -0.0782 -0.0287
2343 occupation_Machine-op-inspct native-country_Jamaica -0.0102 0.0102 -0.0694 -0.0137
1825 occupation_Adm-clerical race_Asian-Pac-Islander 0.0102 0.0102 -0.09 0.0105
1516 marital-status_Never-married native-country_Poland -0.0102 0.0102 -0.318 -0.0041
3567 race_Other hours-per-weekGRP_4_[50,60] -0.0102 0.0102 -0.0318 0.131
1866 occupation_Adm-clerical native-country_South -0.0102 0.0102 -0.09 -0.00474
4986 native-country_Nicaragua education-numGRP_3_[6,8] 0.0102 0.0102 -0.0138 -0.0975
1537 marital-status_Never-married education-numGRP_5_[10,13] -0.0102 0.0102 -0.318 0.163
1104 marital-status_Divorced occupation_Priv-house-serv 0.0102 0.0102 -0.127 -0.0371
2806 occupation_Tech-support native-country_Puerto-Rico -0.0101 0.0101 0.0257 -0.0188
4510 native-country_Haiti hours-per-weekGRP_2_[20,40] 0.0101 0.0101 -0.0129 -0.153
1163 marital-status_Divorced native-country_Vietnam -0.0101 0.0101 -0.127 -0.0176
3259 relationship_Wife native-country_China 0.0101 0.0101 0.123 0.00291
2356 occupation_Machine-op-inspct native-country_Taiwan -0.0101 0.0101 -0.0694 0.014
4280 native-country_England hours-per-weekGRP_2_[20,40] -0.0101 0.0101 0.0114 -0.153
1261 marital-status_Married-AF-spouse ageGRP_5_[50,60] -0.0101 0.0101 0.0121 0.119
971 workclass_State-gov native-country_South -0.0101 0.0101 0.0148 -0.00474
1739 occupation_? race_Amer-Indian-Eskimo 0.0101 0.0101 -0.0786 -0.0287
1134 marital-status_Divorced native-country_Germany 0.0101 0.0101 -0.127 0.0122
2681 occupation_Protective-serv hours-per-weekGRP_2_[20,40] 0.0101 0.0101 0.0281 -0.153
2108 occupation_Exec-managerial native-country_Outlying-US(Guam-USVI-etc) 0.0101 0.0101 0.215 -0.0117
3423 race_Asian-Pac-Islander native-country_Trinadad&Tobago 0.0101 0.0101 0.0105 -0.00766
2244 occupation_Handlers-cleaners native-country_China -0.0101 0.0101 -0.0873 0.00291
3477 race_Black native-country_Peru -0.0101 0.0101 -0.0891 -0.0127
3702 sex_Male native-country_Greece 0.01 0.01 0.216 0.00245
3643 sex_Female native-country_Greece -0.01 0.01 -0.216 0.00245
604 workclass_Never-worked hours-per-weekGRP_1_[0,20] 0.01 0.01 -0.00826 -0.128
192 CapitalLossPositive ageGRP_3_[30,40] 0.01 0.01 0.139 0.0568
3126 relationship_Own-child native-country_China -0.01 0.01 -0.229 0.00291
132 CapitalLossPositive occupation_Sales 0.01 0.01 0.139 0.0237
470 workclass_Local-gov native-country_India -0.01 0.01 0.0331 0.0207
739 workclass_Self-emp-inc race_Asian-Pac-Islander 0.00998 0.00998 0.139 0.0105
1517 marital-status_Never-married native-country_Portugal -0.00998 0.00998 -0.318 -0.0105
1645 marital-status_Widowed occupation_Tech-support -0.00998 0.00998 -0.0644 0.0257
3212 relationship_Unmarried native-country_Italy -0.00998 0.00998 -0.143 0.0113
4890 native-country_Japan education-numGRP_3_[6,8] -0.00996 0.00996 0.0149 -0.0975
408 workclass_Federal-gov hours-per-weekGRP_4_[50,60] -0.00995 0.00995 0.0594 0.131
2919 relationship_Husband native-country_China 0.00993 0.00993 0.401 0.00291
3600 race_White native-country_Peru 0.00993 0.00993 0.0852 -0.0127
2520 occupation_Priv-house-serv ageGRP_4_[40,50] -0.00993 0.00993 -0.0371 0.17
5200 native-country_South education-numGRP_5_[10,13] 0.00992 0.00992 -0.00474 0.163
2869 occupation_Transport-moving native-country_Japan -0.00992 0.00992 -0.0215 0.0149
3196 relationship_Unmarried native-country_Dominican-Republic 0.0099 0.0099 -0.143 -0.023
5350 ageGRP_2_[20,30] hours-per-weekGRP_1_[0,20] -0.0099 0.0099 -0.213 -0.128
2489 occupation_Priv-house-serv native-country_Haiti 0.00989 0.00989 -0.0371 -0.0129
966 workclass_State-gov native-country_Philippines -0.00988 0.00988 0.0148 0.0123
3272 relationship_Wife native-country_Honduras 0.00987 0.00987 0.123 -0.00766
2655 occupation_Protective-serv native-country_Peru 0.00985 0.00985 0.0281 -0.0127
2180 occupation_Farming-fishing native-country_India -0.00985 0.00985 -0.0519 0.0207
1140 marital-status_Divorced native-country_Hong -0.00985 0.00985 -0.127 0.00343
1339 marital-status_Married-civ-spouse native-country_Puerto-Rico -0.00984 0.00984 0.445 -0.0188
1852 occupation_Adm-clerical native-country_Ireland -0.00983 0.00983 -0.09 -0.00206
2670 occupation_Protective-serv ageGRP_3_[30,40] 0.00982 0.00982 0.0281 0.0568
2068 occupation_Exec-managerial relationship_Not-in-family -0.00982 0.00982 0.215 -0.189
3390 race_Asian-Pac-Islander native-country_Cuba -0.00982 0.00982 0.0105 0.00283
1578 marital-status_Separated native-country_Cuba 0.00981 0.00981 -0.0744 0.00283
895 workclass_Self-emp-not-inc hours-per-weekGRP_1_[0,20] 0.00981 0.00981 0.03 -0.128
4885 native-country_Japan ageGRP_4_[40,50] 0.00979 0.00979 0.0149 0.17
2781 occupation_Tech-support native-country_El-Salvador -0.00979 0.00979 0.0257 -0.0208
69 CapitalGainPositive native-country_Japan 0.00978 0.00978 0.266 0.0149
2760 occupation_Tech-support relationship_Husband -0.00978 0.00978 0.0257 0.401
4325 native-country_France education-numGRP_5_[10,13] 0.00977 0.00977 0.0121 0.163
1126 marital-status_Divorced native-country_China -0.00977 0.00977 -0.127 0.00291
1345 marital-status_Married-civ-spouse native-country_United-States -0.00976 0.00976 0.445 0.0345
3460 race_Black native-country_Greece -0.00973 0.00973 -0.0891 0.00245
3130 relationship_Own-child native-country_Ecuador -0.00971 0.00971 -0.229 -0.00672
3074 relationship_Other-relative native-country_India 0.0097 0.0097 -0.0837 0.0207
5296 native-country_Vietnam education-numGRP_1_[1,4] 0.0097 0.0097 -0.0176 -0.0835
2358 occupation_Machine-op-inspct native-country_Trinadad&Tobago 0.0097 0.0097 -0.0694 -0.00766
1381 marital-status_Married-spouse-absent occupation_Tech-support -0.00969 0.00969 -0.0425 0.0257
3645 sex_Female native-country_Haiti 0.00968 0.00968 -0.216 -0.0129
3704 sex_Male native-country_Haiti -0.00968 0.00968 0.216 -0.0129
2458 occupation_Priv-house-serv occupation_Protective-serv -0.00967 0.00967 -0.0371 0.0281
148 CapitalLossPositive native-country_? 0.00967 0.00967 0.139 0.00304
2721 occupation_Sales native-country_Ireland -0.00965 0.00965 0.0237 -0.00206
3496 race_Black education-numGRP_1_[1,4] -0.00964 0.00964 -0.0891 -0.0835
4590 native-country_Honduras education-numGRP_3_[6,8] 0.00964 0.00964 -0.00766 -0.0975
57 CapitalGainPositive native-country_Greece 0.00963 0.00963 0.266 0.00245
1124 marital-status_Divorced native-country_Cambodia -0.00961 0.00961 -0.127 0.00721
696 workclass_Private education-numGRP_1_[1,4] 0.00961 0.00961 -0.0785 -0.0835
183 CapitalLossPositive native-country_South 0.00961 0.00961 0.139 -0.00474
2769 occupation_Tech-support race_Other -0.0096 0.0096 0.0257 -0.0318
4119 native-country_Dominican-Republic ageGRP_3_[30,40] -0.0096 0.0096 -0.023 0.0568
4223 native-country_El-Salvador ageGRP_6_[60,INF) -0.0096 0.0096 -0.0208 -0.00294
2029 occupation_Craft-repair native-country_Poland 0.0096 0.0096 -0.0126 -0.0041
2339 occupation_Machine-op-inspct native-country_India -0.00959 0.00959 -0.0694 0.0207
1136 marital-status_Divorced native-country_Guatemala -0.00956 0.00956 -0.127 -0.0201
3455 race_Black native-country_Ecuador -0.00956 0.00956 -0.0891 -0.00672
1844 occupation_Adm-clerical native-country_Guatemala -0.00956 0.00956 -0.09 -0.0201
1769 occupation_? native-country_Jamaica -0.00956 0.00956 -0.0786 -0.0137
273 workclass_? native-country_Jamaica -0.00953 0.00953 -0.0782 -0.0137
3136 relationship_Own-child native-country_Guatemala -0.00949 0.00949 -0.229 -0.0201
2578 occupation_Prof-specialty native-country_Nicaragua -0.00949 0.00949 0.186 -0.0138
3004 relationship_Not-in-family native-country_Hungary 0.00947 0.00947 -0.189 -0.00047
942 workclass_State-gov native-country_Dominican-Republic -0.00946 0.00946 0.0148 -0.023
1336 marital-status_Married-civ-spouse native-country_Philippines 0.00946 0.00946 0.445 0.0123
5158 native-country_Puerto-Rico hours-per-weekGRP_4_[50,60] -0.00945 0.00945 -0.0188 0.131
545 workclass_Never-worked race_Black 0.00945 0.00945 -0.00826 -0.0891
1323 marital-status_Married-civ-spouse native-country_Hong 0.00945 0.00945 0.445 0.00343
5396 ageGRP_6_[60,INF) education-numGRP_3_[6,8] -0.00944 0.00944 -0.00294 -0.0975
2435 occupation_Other-service native-country_Thailand 0.00944 0.00944 -0.156 -0.00408
3288 relationship_Wife native-country_Portugal 0.00944 0.00944 0.123 -0.0105
5051 native-country_Peru hours-per-weekGRP_3_[40,50] -0.00942 0.00942 -0.0127 0.172
4848 native-country_Jamaica ageGRP_1_[0,20] -0.00941 0.00941 -0.0137 -0.159
3581 race_White native-country_France 0.00941 0.00941 0.0852 0.0121
5092 native-country_Poland ageGRP_1_[0,20] -0.00941 0.00941 -0.0041 -0.159
3583 race_White native-country_Greece 0.00941 0.00941 0.0852 0.00245
4887 native-country_Japan ageGRP_6_[60,INF) -0.0094 0.0094 0.0149 -0.00294
3582 race_White native-country_Germany 0.00937 0.00937 0.0852 0.0122
1148 marital-status_Divorced native-country_Laos -0.00935 0.00935 -0.127 -0.00713
517 workclass_Never-worked marital-status_Married-civ-spouse -0.00933 0.00933 -0.00826 0.445
4702 native-country_India ageGRP_1_[0,20] -0.00933 0.00933 0.0207 -0.159
4984 native-country_Nicaragua education-numGRP_1_[1,4] 0.0093 0.0093 -0.0138 -0.0835
4012 native-country_Columbia ageGRP_1_[0,20] -0.00929 0.00929 -0.0206 -0.159
4542 native-country_Holand-Netherlands ageGRP_3_[30,40] 0.00929 0.00929 -0.00312 0.0568
688 workclass_Private native-country_Vietnam 0.00929 0.00929 -0.0785 -0.0176
2778 occupation_Tech-support native-country_Cuba -0.00927 0.00927 0.0257 0.00283
2945 relationship_Husband native-country_Peru -0.00925 0.00925 0.401 -0.0127
3429 race_Asian-Pac-Islander ageGRP_3_[30,40] 0.00925 0.00925 0.0105 0.0568
1623 marital-status_Separated education-numGRP_3_[6,8] 0.00924 0.00924 -0.0744 -0.0975
2766 occupation_Tech-support race_Amer-Indian-Eskimo -0.00923 0.00923 0.0257 -0.0287
3292 relationship_Wife native-country_Taiwan 0.00923 0.00923 0.123 0.014
4346 native-country_Germany native-country_Mexico -0.00923 0.00923 0.0122 -0.0629
2 CapitalGainPositive workclass_Federal-gov 0.00923 0.00923 0.266 0.0594
4180 native-country_Ecuador hours-per-weekGRP_1_[0,20] -0.00922 0.00922 -0.00672 -0.128
5072 native-country_Philippines education-numGRP_2_[4,6] -0.0092 0.0092 0.0123 -0.0904
51 CapitalGainPositive native-country_Dominican-Republic -0.00919 0.00919 0.266 -0.023
4128 native-country_Dominican-Republic education-numGRP_6_[13,16) -0.00919 0.00919 -0.023 0.269
3853 native-country_Cambodia education-numGRP_1_[1,4] 0.00918 0.00918 0.00721 -0.0835
3086 relationship_Other-relative native-country_Poland 0.00918 0.00918 -0.0837 -0.0041
5259 native-country_Trinadad&Tobago education-numGRP_1_[1,4] 0.00918 0.00918 -0.00766 -0.0835
2713 occupation_Sales native-country_Guatemala -0.00917 0.00917 0.0237 -0.0201
1734 occupation_? relationship_Not-in-family -0.00917 0.00917 -0.0786 -0.189
727 workclass_Self-emp-inc occupation_Prof-specialty 0.00917 0.00917 0.139 0.186
3612 race_White native-country_Yugoslavia 0.00916 0.00916 0.0852 0.00696
5294 native-country_Vietnam ageGRP_5_[50,60] -0.00915 0.00915 -0.0176 0.119
1206 marital-status_Married-AF-spouse relationship_Unmarried -0.00915 0.00915 0.0121 -0.143
2568 occupation_Prof-specialty native-country_Hong 0.00914 0.00914 0.186 0.00343
3186 relationship_Unmarried race_Other 0.00914 0.00914 -0.143 -0.0318
2732 occupation_Sales native-country_Portugal -0.00909 0.00909 0.0237 -0.0105
4461 native-country_Guatemala education-numGRP_3_[6,8] 0.00909 0.00909 -0.0201 -0.0975
4853 native-country_Jamaica ageGRP_6_[60,INF) -0.00909 0.00909 -0.0137 -0.00294
5144 native-country_Puerto-Rico ageGRP_2_[20,30] -0.00909 0.00909 -0.0188 -0.213
3408 race_Asian-Pac-Islander native-country_Jamaica -0.00907 0.00907 0.0105 -0.0137
5256 native-country_Trinadad&Tobago ageGRP_4_[40,50] 0.00906 0.00906 -0.00766 0.17
1254 marital-status_Married-AF-spouse native-country_United-States 0.00906 0.00906 0.0121 0.0345
949 workclass_State-gov native-country_Guatemala -0.00904 0.00904 0.0148 -0.0201
1369 marital-status_Married-spouse-absent occupation_Adm-clerical 0.00904 0.00904 -0.0425 -0.09
1691 marital-status_Widowed native-country_Poland 0.00904 0.00904 -0.0644 -0.0041
2323 occupation_Machine-op-inspct native-country_China 0.00904 0.00904 -0.0694 0.00291
5220 native-country_Taiwan education-numGRP_3_[6,8] -0.00903 0.00903 0.014 -0.0975
3974 native-country_China hours-per-weekGRP_5_[60,INF) -0.00903 0.00903 0.00291 0.0541
4792 native-country_Ireland hours-per-weekGRP_4_[50,60] 0.00901 0.00901 -0.00206 0.131
5067 native-country_Philippines ageGRP_3_[30,40] 0.00901 0.00901 0.0123 0.0568
1401 marital-status_Married-spouse-absent native-country_Cuba 0.00901 0.00901 -0.0425 0.00283
3317 race_Amer-Indian-Eskimo race_Other -0.009 0.009 -0.0287 -0.0318
4829 native-country_Italy hours-per-weekGRP_5_[60,INF) 0.00899 0.00899 0.0113 0.0541
2881 occupation_Transport-moving native-country_Taiwan -0.00899 0.00899 -0.0215 0.014
2576 occupation_Prof-specialty native-country_Laos -0.00898 0.00898 0.186 -0.00713
238 workclass_? relationship_Not-in-family -0.00895 0.00895 -0.0782 -0.189
1511 marital-status_Never-married native-country_Mexico 0.00895 0.00895 -0.318 -0.0629
3 CapitalGainPositive workclass_Local-gov 0.00892 0.00892 0.266 0.0331
3022 relationship_Not-in-family native-country_Taiwan -0.00892 0.00892 -0.189 0.014
1421 marital-status_Married-spouse-absent native-country_Laos 0.00892 0.00892 -0.0425 -0.00713
5105 native-country_Poland hours-per-weekGRP_2_[20,40] 0.00891 0.00891 -0.0041 -0.153
3691 sex_Male native-country_Cambodia 0.00888 0.00888 0.216 0.00721
1158 marital-status_Divorced native-country_South -0.00888 0.00888 -0.127 -0.00474
3632 sex_Female native-country_Cambodia -0.00888 0.00888 -0.216 0.00721
2693 occupation_Sales race_Amer-Indian-Eskimo -0.00887 0.00887 0.0237 -0.0287
1135 marital-status_Divorced native-country_Greece -0.00887 0.00887 -0.127 0.00245
2184 occupation_Farming-fishing native-country_Jamaica -0.00886 0.00886 -0.0519 -0.0137
3469 race_Black native-country_Ireland -0.00885 0.00885 -0.0891 -0.00206
3706 sex_Male native-country_Honduras -0.00882 0.00882 0.216 -0.00766
3647 sex_Female native-country_Honduras 0.00882 0.00882 -0.216 -0.00766
2850 occupation_Transport-moving native-country_Cuba 0.00881 0.00881 -0.0215 0.00283
2196 occupation_Farming-fishing native-country_South -0.00881 0.00881 -0.0519 -0.00474
2471 occupation_Priv-house-serv race_Other 0.00881 0.00881 -0.0371 -0.0318
1320 marital-status_Married-civ-spouse native-country_Haiti -0.00879 0.00879 0.445 -0.0129
5301 native-country_Vietnam education-numGRP_6_[13,16) -0.00878 0.00878 -0.0176 0.269
3759 native-country_? native-country_Germany -0.00878 0.00878 0.00304 0.0122
2172 occupation_Farming-fishing native-country_Germany -0.00878 0.00878 -0.0519 0.0122
2953 relationship_Husband native-country_Thailand -0.00876 0.00876 0.401 -0.00408
967 workclass_State-gov native-country_Poland -0.00875 0.00875 0.0148 -0.0041
594 workclass_Never-worked ageGRP_3_[30,40] -0.00875 0.00875 -0.00826 0.0568
1832 occupation_Adm-clerical native-country_Cambodia -0.00874 0.00874 -0.09 0.00721
1154 marital-status_Divorced native-country_Poland -0.00873 0.00873 -0.127 -0.0041
4511 native-country_Haiti hours-per-weekGRP_3_[40,50] -0.00871 0.00871 -0.0129 0.172
3849 native-country_Cambodia ageGRP_3_[30,40] 0.00871 0.00871 0.00721 0.0568
2660 occupation_Protective-serv native-country_Scotland 0.00871 0.00871 0.0281 0.00041
2994 relationship_Not-in-family native-country_El-Salvador -0.0087 0.0087 -0.189 -0.0208
374 workclass_Federal-gov native-country_Jamaica -0.0087 0.0087 0.0594 -0.0137
2349 occupation_Machine-op-inspct native-country_Peru 0.00868 0.00868 -0.0694 -0.0127
2819 occupation_Tech-support ageGRP_5_[50,60] -0.00868 0.00868 0.0257 0.119
5314 native-country_Yugoslavia education-numGRP_2_[4,6] 0.00867 0.00867 0.00696 -0.0904
3887 native-country_Canada native-country_Mexico -0.00867 0.00867 0.0116 -0.0629
187 CapitalLossPositive native-country_United-States 0.00867 0.00867 0.139 0.0345
293 workclass_? ageGRP_2_[20,30] -0.00867 0.00867 -0.0782 -0.213
1737 occupation_? relationship_Unmarried -0.00866 0.00866 -0.0786 -0.143
2109 occupation_Exec-managerial native-country_Peru -0.00865 0.00865 0.215 -0.0127
1596 marital-status_Separated native-country_Jamaica 0.00865 0.00865 -0.0744 -0.0137
1569 marital-status_Separated race_Other 0.00865 0.00865 -0.0744 -0.0318
5226 native-country_Taiwan hours-per-weekGRP_3_[40,50] -0.00865 0.00865 0.014 0.172
877 workclass_Self-emp-not-inc native-country_Taiwan -0.00863 0.00863 0.03 0.014
3407 race_Asian-Pac-Islander native-country_Italy -0.00861 0.00861 0.0105 0.0113
2955 relationship_Husband native-country_United-States 0.00859 0.00859 0.401 0.0345
849 workclass_Self-emp-not-inc native-country_El-Salvador -0.00859 0.00859 0.03 -0.0208
3141 relationship_Own-child native-country_Hungary -0.00858 0.00858 -0.229 -0.00047
475 workclass_Local-gov native-country_Japan -0.00858 0.00858 0.0331 0.0149
1789 occupation_? ageGRP_2_[20,30] -0.00858 0.00858 -0.0786 -0.213
4457 native-country_Guatemala ageGRP_5_[50,60] -0.00857 0.00857 -0.0201 0.119
3959 native-country_China ageGRP_2_[20,30] -0.00857 0.00857 0.00291 -0.213
3154 relationship_Own-child native-country_Poland -0.00857 0.00857 -0.229 -0.0041
598 workclass_Never-worked education-numGRP_1_[1,4] 0.00856 0.00856 -0.00826 -0.0835
847 workclass_Self-emp-not-inc native-country_Dominican-Republic -0.00856 0.00856 0.03 -0.023
1397 marital-status_Married-spouse-absent native-country_Cambodia 0.00854 0.00854 -0.0425 0.00721
5219 native-country_Taiwan education-numGRP_2_[4,6] -0.00854 0.00854 0.014 -0.0904
4789 native-country_Ireland hours-per-weekGRP_1_[0,20] -0.00854 0.00854 -0.00206 -0.128
3144 relationship_Own-child native-country_Ireland -0.00854 0.00854 -0.229 -0.00206
4624 native-country_Hong ageGRP_2_[20,30] 0.00854 0.00854 0.00343 -0.213
3207 relationship_Unmarried native-country_Hong -0.00853 0.00853 -0.143 0.00343
2164 occupation_Farming-fishing native-country_China -0.00853 0.00853 -0.0519 0.00291
3142 relationship_Own-child native-country_India -0.00852 0.00852 -0.229 0.0207
509 workclass_Local-gov hours-per-weekGRP_5_[60,INF) -0.00852 0.00852 0.0331 0.0541
1837 occupation_Adm-clerical native-country_Dominican-Republic -0.00851 0.00851 -0.09 -0.023
2003 occupation_Craft-repair native-country_Cuba -0.00851 0.00851 -0.0126 0.00283
1335 marital-status_Married-civ-spouse native-country_Peru -0.00851 0.00851 0.445 -0.0127
2808 occupation_Tech-support native-country_South -0.0085 0.0085 0.0257 -0.00474
2956 relationship_Husband native-country_Vietnam -0.00849 0.00849 0.401 -0.0176
3494 race_Black ageGRP_5_[50,60] -0.00848 0.00848 -0.0891 0.119
3363 race_Amer-Indian-Eskimo ageGRP_1_[0,20] -0.00847 0.00847 -0.0287 -0.159
4752 native-country_Iran hours-per-weekGRP_1_[0,20] -0.00847 0.00847 0.0151 -0.128
2592 occupation_Prof-specialty native-country_Yugoslavia -0.00846 0.00846 0.186 0.00696
1291 marital-status_Married-civ-spouse occupation_Tech-support -0.00845 0.00845 0.445 0.0257
1883 occupation_Adm-clerical education-numGRP_5_[10,13] -0.00845 0.00845 -0.09 0.163
3238 relationship_Unmarried education-numGRP_1_[1,4] 0.00845 0.00845 -0.143 -0.0835
1377 marital-status_Married-spouse-absent occupation_Priv-house-serv 0.00844 0.00844 -0.0425 -0.0371
1188 marital-status_Married-AF-spouse occupation_Adm-clerical 0.00844 0.00844 0.0121 -0.09
4813 native-country_Italy ageGRP_1_[0,20] -0.00844 0.00844 0.0113 -0.159
2073 occupation_Exec-managerial race_Amer-Indian-Eskimo -0.00844 0.00844 0.215 -0.0287
3802 native-country_? hours-per-weekGRP_1_[0,20] -0.00844 0.00844 0.00304 -0.128
4408 native-country_Greece ageGRP_1_[0,20] -0.00844 0.00844 0.00245 -0.159
5276 native-country_United-States ageGRP_5_[50,60] 0.00843 0.00843 0.0345 0.119
340 workclass_Federal-gov relationship_Other-relative -0.00842 0.00842 0.0594 -0.0837
2615 occupation_Protective-serv relationship_Other-relative -0.00842 0.00842 0.0281 -0.0837
4938 native-country_Mexico native-country_Puerto-Rico -0.00841 0.00841 -0.0629 -0.0188
2354 occupation_Machine-op-inspct native-country_Scotland 0.00841 0.00841 -0.0694 0.00041
2880 occupation_Transport-moving native-country_South -0.0084 0.0084 -0.0215 -0.00474
892 workclass_Self-emp-not-inc education-numGRP_4_[8,10] -0.00838 0.00838 0.03 -0.176
758 workclass_Self-emp-inc native-country_Guatemala -0.00836 0.00836 0.139 -0.0201
2737 occupation_Sales native-country_Thailand -0.00836 0.00836 0.0237 -0.00408
241 workclass_? relationship_Unmarried -0.00836 0.00836 -0.0782 -0.143
68 CapitalGainPositive native-country_Jamaica -0.00836 0.00836 0.266 -0.0137
4859 native-country_Jamaica education-numGRP_6_[13,16) -0.00836 0.00836 -0.0137 0.269
2597 occupation_Prof-specialty ageGRP_5_[50,60] 0.00835 0.00835 0.186 0.119
4888 native-country_Japan education-numGRP_1_[1,4] -0.00835 0.00835 0.0149 -0.0835
2206 occupation_Farming-fishing ageGRP_4_[40,50] -0.00834 0.00834 -0.0519 0.17
4469 native-country_Guatemala hours-per-weekGRP_5_[60,INF) -0.00834 0.00834 -0.0201 0.0541
2708 occupation_Sales native-country_El-Salvador -0.00834 0.00834 0.0237 -0.0208
893 workclass_Self-emp-not-inc education-numGRP_5_[10,13] -0.00832 0.00832 0.03 0.163
4891 native-country_Japan education-numGRP_4_[8,10] -0.00832 0.00832 0.0149 -0.176
2415 occupation_Other-service native-country_Hong -0.00832 0.00832 -0.156 0.00343
2277 occupation_Handlers-cleaners native-country_Taiwan -0.0083 0.0083 -0.0873 0.014
4504 native-country_Haiti education-numGRP_2_[4,6] 0.0083 0.0083 -0.0129 -0.0904
852 workclass_Self-emp-not-inc native-country_Germany -0.0083 0.0083 0.03 0.0122
3459 race_Black native-country_Germany -0.00829 0.00829 -0.0891 0.0122
4168 native-country_Ecuador ageGRP_1_[0,20] -0.00829 0.00829 -0.00672 -0.159
5246 native-country_Thailand hours-per-weekGRP_2_[20,40] -0.00829 0.00829 -0.00408 -0.153
3794 native-country_? ageGRP_5_[50,60] -0.00829 0.00829 0.00304 0.119
4748 native-country_Iran education-numGRP_3_[6,8] -0.00829 0.00829 0.0151 -0.0975
2704 occupation_Sales native-country_Columbia -0.00827 0.00827 0.0237 -0.0206
1260 marital-status_Married-AF-spouse ageGRP_4_[40,50] -0.00826 0.00826 0.0121 0.17
5128 native-country_Portugal education-numGRP_5_[10,13] -0.00826 0.00826 -0.0105 0.163
3589 race_White native-country_Hungary 0.00825 0.00825 0.0852 -0.00047
2174 occupation_Farming-fishing native-country_Guatemala 0.00825 0.00825 -0.0519 -0.0201
3750 native-country_? native-country_Canada -0.00825 0.00825 0.00304 0.0116
2167 occupation_Farming-fishing native-country_Dominican-Republic -0.00824 0.00824 -0.0519 -0.023
995 workclass_Without-pay marital-status_Divorced -0.00824 0.00824 -0.0117 -0.127
3156 relationship_Own-child native-country_Puerto-Rico -0.00824 0.00824 -0.229 -0.0188
602 workclass_Never-worked education-numGRP_5_[10,13] -0.00823 0.00823 -0.00826 0.163
5212 native-country_Taiwan ageGRP_1_[0,20] -0.00823 0.00823 0.014 -0.159
1205 marital-status_Married-AF-spouse relationship_Own-child -0.00823 0.00823 0.0121 -0.229
1581 marital-status_Separated native-country_El-Salvador 0.00822 0.00822 -0.0744 -0.0208
3387 race_Asian-Pac-Islander native-country_Canada -0.00822 0.00822 0.0105 0.0116
3282 relationship_Wife native-country_Mexico -0.00821 0.00821 0.123 -0.0629
2990 relationship_Not-in-family native-country_Columbia 0.0082 0.0082 -0.189 -0.0206
1613 marital-status_Separated native-country_Vietnam -0.00819 0.00819 -0.0744 -0.0176
2856 occupation_Transport-moving native-country_Germany -0.00817 0.00817 -0.0215 0.0122
1082 workclass_Without-pay education-numGRP_5_[10,13] -0.00817 0.00817 -0.0117 0.163
2634 occupation_Protective-serv native-country_El-Salvador -0.00815 0.00815 0.0281 -0.0208
2642 occupation_Protective-serv native-country_Honduras 0.00815 0.00815 0.0281 -0.00766
2991 relationship_Not-in-family native-country_Cuba -0.00814 0.00814 -0.189 0.00283
3262 relationship_Wife native-country_Dominican-Republic 0.00814 0.00814 0.123 -0.023
3539 race_Other native-country_Peru 0.00813 0.00813 -0.0318 -0.0127
3559 race_Other education-numGRP_2_[4,6] 0.00813 0.00813 -0.0318 -0.0904
2795 occupation_Tech-support native-country_Italy -0.00812 0.00812 0.0257 0.0113
4202 native-country_El-Salvador native-country_Mexico -0.00811 0.00811 -0.0208 -0.0629
2840 occupation_Transport-moving race_Black 0.0081 0.0081 -0.0215 -0.0891
5216 native-country_Taiwan ageGRP_5_[50,60] -0.00809 0.00809 0.014 0.119
4181 native-country_Ecuador hours-per-weekGRP_2_[20,40] 0.00809 0.00809 -0.00672 -0.153
357 workclass_Federal-gov native-country_Dominican-Republic -0.00809 0.00809 0.0594 -0.023
3132 relationship_Own-child native-country_England -0.00808 0.00808 -0.229 0.0114
3465 race_Black native-country_Hong -0.00808 0.00808 -0.0891 0.00343
2425 occupation_Other-service native-country_Nicaragua 0.00807 0.00807 -0.156 -0.0138
679 workclass_Private native-country_Poland 0.00807 0.00807 -0.0785 -0.0041
4508 native-country_Haiti education-numGRP_6_[13,16) -0.00806 0.00806 -0.0129 0.269
3398 race_Asian-Pac-Islander native-country_Guatemala -0.00806 0.00806 0.0105 -0.0201
1700 marital-status_Widowed native-country_Vietnam -0.00805 0.00805 -0.0644 -0.0176
1132 marital-status_Divorced native-country_England 0.00804 0.00804 -0.127 0.0114
749 workclass_Self-emp-inc native-country_Columbia -0.00803 0.00803 0.139 -0.0206
2998 relationship_Not-in-family native-country_Greece -0.00802 0.00802 -0.189 0.00245
3592 race_White native-country_Ireland 0.00801 0.00801 0.0852 -0.00206
1268 marital-status_Married-AF-spouse education-numGRP_6_[13,16) -0.00801 0.00801 0.0121 0.269
1446 marital-status_Married-spouse-absent education-numGRP_3_[6,8] 0.008 0.008 -0.0425 -0.0975
5050 native-country_Peru hours-per-weekGRP_2_[20,40] 0.008 0.008 -0.0127 -0.153
3781 native-country_? native-country_Puerto-Rico -0.008 0.008 0.00304 -0.0188
4028 native-country_Columbia hours-per-weekGRP_5_[60,INF) -0.008 0.008 -0.0206 0.0541
2365 occupation_Machine-op-inspct ageGRP_4_[40,50] 0.00799 0.00799 -0.0694 0.17
5217 native-country_Taiwan ageGRP_6_[60,INF) -0.00799 0.00799 0.014 -0.00294
4456 native-country_Guatemala ageGRP_4_[40,50] -0.00798 0.00798 -0.0201 0.17
741 workclass_Self-emp-inc race_Other -0.00797 0.00797 0.139 -0.0318
1266 marital-status_Married-AF-spouse education-numGRP_4_[8,10] 0.00797 0.00797 0.0121 -0.176
2645 occupation_Protective-serv native-country_India 0.00797 0.00797 0.0281 0.0207
2574 occupation_Prof-specialty native-country_Jamaica -0.00796 0.00796 0.186 -0.0137
2779 occupation_Tech-support native-country_Dominican-Republic -0.00795 0.00795 0.0257 -0.023
2892 occupation_Transport-moving ageGRP_6_[60,INF) -0.00793 0.00793 -0.0215 -0.00294
3605 race_White native-country_Scotland 0.00793 0.00793 0.0852 0.00041
1500 marital-status_Never-married native-country_Holand-Netherlands 0.00793 0.00793 -0.318 -0.00312
3660 sex_Female native-country_Peru 0.00793 0.00793 -0.216 -0.0127
3719 sex_Male native-country_Peru -0.00793 0.00793 0.216 -0.0127
1012 workclass_Without-pay occupation_Prof-specialty -0.00792 0.00792 -0.0117 0.186
2087 occupation_Exec-managerial native-country_Ecuador -0.00791 0.00791 0.215 -0.00672
2445 occupation_Other-service ageGRP_6_[60,INF) -0.00789 0.00789 -0.156 -0.00294
2741 occupation_Sales native-country_Yugoslavia -0.00788 0.00788 0.0237 0.00696
4686 native-country_India native-country_Mexico -0.00788 0.00788 0.0207 -0.0629
3356 race_Amer-Indian-Eskimo native-country_South 0.00788 0.00788 -0.0287 -0.00474
3705 sex_Male native-country_Holand-Netherlands -0.00788 0.00788 0.216 -0.00312
662 workclass_Private native-country_Haiti 0.00788 0.00788 -0.0785 -0.0129
3646 sex_Female native-country_Holand-Netherlands 0.00788 0.00788 -0.216 -0.00312
1759 occupation_? native-country_Guatemala -0.00787 0.00787 -0.0786 -0.0201
4079 native-country_Cuba hours-per-weekGRP_3_[40,50] -0.00785 0.00785 0.00283 0.172
4747 native-country_Iran education-numGRP_2_[4,6] -0.00784 0.00784 0.0151 -0.0904
3492 race_Black ageGRP_3_[30,40] 0.00784 0.00784 -0.0891 0.0568
263 workclass_? native-country_Guatemala -0.00784 0.00784 -0.0782 -0.0201
1006 workclass_Without-pay occupation_Exec-managerial -0.00783 0.00783 -0.0117 0.215
1856 occupation_Adm-clerical native-country_Laos 0.00782 0.00782 -0.09 -0.00713
431 workclass_Local-gov occupation_Other-service -0.00781 0.00781 0.0331 -0.156
3057 relationship_Other-relative native-country_Canada -0.00781 0.00781 -0.0837 0.0116
1654 marital-status_Widowed race_Asian-Pac-Islander -0.00781 0.00781 -0.0644 0.0105
2479 occupation_Priv-house-serv native-country_Columbia 0.00781 0.00781 -0.0371 -0.0206
3418 race_Asian-Pac-Islander native-country_Puerto-Rico -0.0078 0.0078 0.0105 -0.0188
753 workclass_Self-emp-inc native-country_El-Salvador -0.0078 0.0078 0.139 -0.0208
2021 occupation_Craft-repair native-country_Jamaica -0.0078 0.0078 -0.0126 -0.0137
4778 native-country_Ireland ageGRP_2_[20,30] 0.00779 0.00779 -0.00206 -0.213
4635 native-country_Hong hours-per-weekGRP_1_[0,20] -0.00779 0.00779 0.00343 -0.128
1512 marital-status_Never-married native-country_Nicaragua 0.00779 0.00779 -0.318 -0.0138
2426 occupation_Other-service native-country_Outlying-US(Guam-USVI-etc) 0.00778 0.00778 -0.156 -0.0117
878 workclass_Self-emp-not-inc native-country_Thailand 0.00777 0.00777 0.03 -0.00408
2243 occupation_Handlers-cleaners native-country_Canada -0.00777 0.00777 -0.0873 0.0116
2867 occupation_Transport-moving native-country_Italy -0.00776 0.00776 -0.0215 0.0113
4122 native-country_Dominican-Republic ageGRP_6_[60,INF) -0.00775 0.00775 -0.023 -0.00294
4625 native-country_Hong ageGRP_3_[30,40] 0.00775 0.00775 0.00343 0.0568
1273 marital-status_Married-AF-spouse hours-per-weekGRP_5_[60,INF) 0.00775 0.00775 0.0121 0.0541
3389 race_Asian-Pac-Islander native-country_Columbia -0.00774 0.00774 0.0105 -0.0206
3756 native-country_? native-country_El-Salvador -0.00772 0.00772 0.00304 -0.0208
1449 marital-status_Married-spouse-absent education-numGRP_6_[13,16) -0.00772 0.00772 -0.0425 0.269
1497 marital-status_Never-married native-country_Greece -0.00771 0.00771 -0.318 0.00245
253 workclass_? native-country_China 0.0077 0.0077 -0.0782 0.00291
2506 occupation_Priv-house-serv native-country_Poland 0.0077 0.0077 -0.0371 -0.0041
2431 occupation_Other-service native-country_Puerto-Rico 0.0077 0.0077 -0.156 -0.0188
1212 marital-status_Married-AF-spouse race_White 0.0077 0.0077 0.0121 0.0852
5049 native-country_Peru hours-per-weekGRP_1_[0,20] 0.0077 0.0077 -0.0127 -0.128
4777 native-country_Ireland ageGRP_1_[0,20] -0.00768 0.00768 -0.00206 -0.159
4049 native-country_Cuba native-country_Mexico -0.00768 0.00768 0.00283 -0.0629
652 workclass_Private native-country_Columbia 0.00766 0.00766 -0.0785 -0.0206
595 workclass_Never-worked ageGRP_4_[40,50] -0.00766 0.00766 -0.00826 0.17
2877 occupation_Transport-moving native-country_Portugal -0.00766 0.00766 -0.0215 -0.0105
3485 race_Black native-country_Thailand -0.00766 0.00766 -0.0891 -0.00408
3473 race_Black native-country_Laos -0.00766 0.00766 -0.0891 -0.00713
1749 occupation_? native-country_China 0.00764 0.00764 -0.0786 0.00291
2330 occupation_Machine-op-inspct native-country_France -0.00764 0.00764 -0.0694 0.0121
5316 native-country_Yugoslavia education-numGRP_4_[8,10] -0.00763 0.00763 0.00696 -0.176
3231 relationship_Unmarried native-country_Yugoslavia -0.00763 0.00763 -0.143 0.00696
649 workclass_Private native-country_Cambodia 0.00763 0.00763 -0.0785 0.00721
1842 occupation_Adm-clerical native-country_Germany 0.00762 0.00762 -0.09 0.0122
2261 occupation_Handlers-cleaners native-country_Iran -0.00762 0.00762 -0.0873 0.0151
4815 native-country_Italy ageGRP_3_[30,40] -0.00762 0.00762 0.0113 0.0568
4592 native-country_Honduras education-numGRP_5_[10,13] -0.00762 0.00762 -0.00766 0.163
953 workclass_State-gov native-country_Hong 0.00762 0.00762 0.0148 0.00343
133 CapitalLossPositive occupation_Tech-support 0.00762 0.00762 0.139 0.0257
3859 native-country_Cambodia hours-per-weekGRP_1_[0,20] -0.0076 0.0076 0.00721 -0.128
4078 native-country_Cuba hours-per-weekGRP_2_[20,40] 0.0076 0.0076 0.00283 -0.153
1841 occupation_Adm-clerical native-country_France -0.00759 0.00759 -0.09 0.0121
1637 marital-status_Widowed occupation_Farming-fishing -0.00759 0.00759 -0.0644 -0.0519
1513 marital-status_Never-married native-country_Outlying-US(Guam-USVI-etc) 0.00759 0.00759 -0.318 -0.0117
3515 race_Other native-country_Cuba 0.00758 0.00758 -0.0318 0.00283
398 workclass_Federal-gov ageGRP_6_[60,INF) -0.00757 0.00757 0.0594 -0.00294
5218 native-country_Taiwan education-numGRP_1_[1,4] -0.00757 0.00757 0.014 -0.0835
2165 occupation_Farming-fishing native-country_Columbia -0.00756 0.00756 -0.0519 -0.0206
4455 native-country_Guatemala ageGRP_3_[30,40] -0.00756 0.00756 -0.0201 0.0568
4512 native-country_Haiti hours-per-weekGRP_4_[50,60] -0.00756 0.00756 -0.0129 0.131
874 workclass_Self-emp-not-inc native-country_Puerto-Rico -0.00755 0.00755 0.03 -0.0188
3009 relationship_Not-in-family native-country_Jamaica 0.00755 0.00755 -0.189 -0.0137
5444 education-numGRP_5_[10,13] hours-per-weekGRP_5_[60,INF) -0.00755 0.00755 0.163 0.0541
5274 native-country_United-States ageGRP_3_[30,40] -0.00754 0.00754 0.0345 0.0568
2355 occupation_Machine-op-inspct native-country_South -0.00754 0.00754 -0.0694 -0.00474
2740 occupation_Sales native-country_Vietnam -0.00754 0.00754 0.0237 -0.0176
3278 relationship_Wife native-country_Italy 0.00754 0.00754 0.123 0.0113
156 CapitalLossPositive native-country_El-Salvador -0.00753 0.00753 0.139 -0.0208
4018 native-country_Columbia education-numGRP_1_[1,4] 0.00753 0.00753 -0.0206 -0.0835
1506 marital-status_Never-married native-country_Ireland 0.00753 0.00753 -0.318 -0.00206
1859 occupation_Adm-clerical native-country_Outlying-US(Guam-USVI-etc) -0.00751 0.00751 -0.09 -0.0117
4362 native-country_Germany ageGRP_1_[0,20] -0.0075 0.0075 0.0122 -0.159
4916 native-country_Laos ageGRP_2_[20,30] 0.0075 0.0075 -0.00713 -0.213
3767 native-country_? native-country_India -0.00749 0.00749 0.00304 0.0207
5410 education-numGRP_1_[1,4] hours-per-weekGRP_1_[0,20] 0.00749 0.00749 -0.0835 -0.128
3805 native-country_? hours-per-weekGRP_4_[50,60] 0.00748 0.00748 0.00304 0.131
2797 occupation_Tech-support native-country_Japan -0.00748 0.00748 0.0257 0.0149
3258 relationship_Wife native-country_Canada 0.00748 0.00748 0.123 0.0116
4251 native-country_England native-country_Mexico -0.00747 0.00747 0.0114 -0.0629
4229 native-country_El-Salvador education-numGRP_6_[13,16) -0.00747 0.00747 -0.0208 0.269
62 CapitalGainPositive native-country_Hong -0.00747 0.00747 0.266 0.00343
3718 sex_Male native-country_Outlying-US(Guam-USVI-etc) -0.00746 0.00746 0.216 -0.0117
2864 occupation_Transport-moving native-country_India -0.00746 0.00746 -0.0215 0.0207
180 CapitalLossPositive native-country_Portugal -0.00746 0.00746 0.139 -0.0105
3659 sex_Female native-country_Outlying-US(Guam-USVI-etc) 0.00746 0.00746 -0.216 -0.0117
3678 sex_Female ageGRP_6_[60,INF) -0.00745 0.00745 -0.216 -0.00294
3737 sex_Male ageGRP_6_[60,INF) 0.00745 0.00745 0.216 -0.00294
1308 marital-status_Married-civ-spouse native-country_Canada 0.00744 0.00744 0.445 0.0116
2999 relationship_Not-in-family native-country_Guatemala 0.00744 0.00744 -0.189 -0.0201
3217 relationship_Unmarried native-country_Nicaragua 0.00742 0.00742 -0.143 -0.0138
170 CapitalLossPositive native-country_Italy -0.00741 0.00741 0.139 0.0113
2312 occupation_Machine-op-inspct relationship_Wife -0.00741 0.00741 -0.0694 0.123
4927 native-country_Laos hours-per-weekGRP_1_[0,20] -0.00739 0.00739 -0.00713 -0.128
1014 workclass_Without-pay occupation_Sales -0.00737 0.00737 -0.0117 0.0237
1306 marital-status_Married-civ-spouse native-country_? 0.00737 0.00737 0.445 0.00304
4741 native-country_Iran ageGRP_2_[20,30] -0.00737 0.00737 0.0151 -0.213
2084 occupation_Exec-managerial native-country_Columbia -0.00736 0.00736 0.215 -0.0206
1374 marital-status_Married-spouse-absent occupation_Handlers-cleaners 0.00736 0.00736 -0.0425 -0.0873
1838 occupation_Adm-clerical native-country_Ecuador -0.00734 0.00734 -0.09 -0.00672
5098 native-country_Poland education-numGRP_1_[1,4] 0.00733 0.00733 -0.0041 -0.0835
4898 native-country_Japan hours-per-weekGRP_5_[60,INF) 0.00732 0.00732 0.0149 0.0541
1150 marital-status_Divorced native-country_Nicaragua -0.00731 0.00731 -0.127 -0.0138
3218 relationship_Unmarried native-country_Outlying-US(Guam-USVI-etc) 0.00731 0.00731 -0.143 -0.0117
1758 occupation_? native-country_Greece -0.00731 0.00731 -0.0786 0.00245
668 workclass_Private native-country_Iran -0.00731 0.00731 -0.0785 0.0151
5096 native-country_Poland ageGRP_5_[50,60] 0.0073 0.0073 -0.0041 0.119
2702 occupation_Sales native-country_Canada -0.0073 0.0073 0.0237 0.0116
262 workclass_? native-country_Greece -0.0073 0.0073 -0.0782 0.00245
3753 native-country_? native-country_Cuba -0.0073 0.0073 0.00304 0.00283
3275 relationship_Wife native-country_India -0.0073 0.0073 0.123 0.0207
2032 occupation_Craft-repair native-country_Scotland -0.00729 0.00729 -0.0126 0.00041
2038 occupation_Craft-repair native-country_Vietnam 0.00728 0.00728 -0.0126 -0.0176
1338 marital-status_Married-civ-spouse native-country_Portugal 0.00728 0.00728 0.445 -0.0105
3858 native-country_Cambodia education-numGRP_6_[13,16) -0.00728 0.00728 0.00721 0.269
83 CapitalGainPositive native-country_Trinadad&Tobago -0.00728 0.00728 0.266 -0.00766
2114 occupation_Exec-managerial native-country_Scotland 0.00727 0.00727 0.215 0.00041
3203 relationship_Unmarried native-country_Guatemala 0.00727 0.00727 -0.143 -0.0201
4368 native-country_Germany education-numGRP_1_[1,4] -0.00727 0.00727 0.0122 -0.0835
3502 race_Black hours-per-weekGRP_1_[0,20] -0.00726 0.00726 -0.0891 -0.128
1699 marital-status_Widowed native-country_United-States 0.00726 0.00726 -0.0644 0.0345
2669 occupation_Protective-serv ageGRP_2_[20,30] 0.00726 0.00726 0.0281 -0.213
26 CapitalGainPositive occupation_Priv-house-serv -0.00726 0.00726 0.266 -0.0371
3019 relationship_Not-in-family native-country_Puerto-Rico -0.00725 0.00725 -0.189 -0.0188
5069 native-country_Philippines ageGRP_5_[50,60] -0.00724 0.00724 0.0123 0.119
685 workclass_Private native-country_Thailand -0.00724 0.00724 -0.0785 -0.00408
1075 workclass_Without-pay ageGRP_4_[40,50] -0.00723 0.00723 -0.0117 0.17
2112 occupation_Exec-managerial native-country_Portugal -0.00723 0.00723 0.215 -0.0105
1903 occupation_Armed-Forces relationship_Not-in-family 0.00722 0.00722 -0.00504 -0.189
3023 relationship_Not-in-family native-country_Thailand 0.00722 0.00722 -0.189 -0.00408
3489 race_Black native-country_Yugoslavia -0.00722 0.00722 -0.0891 0.00696
858 workclass_Self-emp-not-inc native-country_Hong -0.00721 0.00721 0.03 0.00343
2055 occupation_Craft-repair hours-per-weekGRP_4_[50,60] -0.00721 0.00721 -0.0126 0.131
1487 marital-status_Never-married native-country_Canada -0.0072 0.0072 -0.318 0.0116
4638 native-country_Hong hours-per-weekGRP_4_[50,60] -0.0072 0.0072 0.00343 0.131
3018 relationship_Not-in-family native-country_Portugal -0.00719 0.00719 -0.189 -0.0105
1108 marital-status_Divorced occupation_Tech-support 0.00719 0.00719 -0.127 0.0257
4222 native-country_El-Salvador ageGRP_5_[50,60] -0.00719 0.00719 -0.0208 0.119
1445 marital-status_Married-spouse-absent education-numGRP_2_[4,6] 0.00718 0.00718 -0.0425 -0.0904
2341 occupation_Machine-op-inspct native-country_Ireland 0.00718 0.00718 -0.0694 -0.00206
1326 marital-status_Married-civ-spouse native-country_Iran 0.00717 0.00717 0.445 0.0151
3540 race_Other native-country_Philippines -0.00717 0.00717 -0.0318 0.0123
2885 occupation_Transport-moving native-country_Vietnam -0.00717 0.00717 -0.0215 -0.0176
2792 occupation_Tech-support native-country_India 0.00717 0.00717 0.0257 0.0207
437 workclass_Local-gov occupation_Transport-moving 0.00716 0.00716 0.0331 -0.0215
1869 occupation_Adm-clerical native-country_Trinadad&Tobago 0.00715 0.00715 -0.09 -0.00766
3133 relationship_Own-child native-country_France -0.00714 0.00714 -0.229 0.0121
1609 marital-status_Separated native-country_Taiwan -0.00714 0.00714 -0.0744 0.014
2620 occupation_Protective-serv race_Asian-Pac-Islander -0.00714 0.00714 0.0281 0.0105
1331 marital-status_Married-civ-spouse native-country_Laos 0.00713 0.00713 0.445 -0.00713
473 workclass_Local-gov native-country_Italy -0.00713 0.00713 0.0331 0.0113
2085 occupation_Exec-managerial native-country_Cuba 0.00713 0.00713 0.215 0.00283
472 workclass_Local-gov native-country_Ireland -0.00712 0.00712 0.0331 -0.00206
2311 occupation_Machine-op-inspct relationship_Unmarried 0.00712 0.00712 -0.0694 -0.143
116 CapitalLossPositive marital-status_Married-spouse-absent -0.00712 0.00712 0.139 -0.0425
154 CapitalLossPositive native-country_Dominican-Republic -0.00712 0.00712 0.139 -0.023
3060 relationship_Other-relative native-country_Cuba 0.00712 0.00712 -0.0837 0.00283
2988 relationship_Not-in-family native-country_Canada 0.00711 0.00711 -0.189 0.0116
3757 native-country_? native-country_England -0.00711 0.00711 0.00304 0.0114
322 workclass_Federal-gov marital-status_Widowed 0.0071 0.0071 0.0594 -0.0644
2718 occupation_Sales native-country_Hungary -0.0071 0.0071 0.0237 -0.00047
5039 native-country_Peru ageGRP_3_[30,40] -0.0071 0.0071 -0.0127 0.0568
4832 native-country_Jamaica native-country_Mexico -0.00709 0.00709 -0.0137 -0.0629
3147 relationship_Own-child native-country_Japan -0.00709 0.00709 -0.229 0.0149
82 CapitalGainPositive native-country_Thailand -0.00709 0.00709 0.266 -0.00408
2661 occupation_Protective-serv native-country_South -0.00708 0.00708 0.0281 -0.00474
1342 marital-status_Married-civ-spouse native-country_Taiwan 0.00708 0.00708 0.445 0.014
3907 native-country_Canada ageGRP_5_[50,60] 0.00707 0.00707 0.0116 0.119
4820 native-country_Italy education-numGRP_2_[4,6] -0.00707 0.00707 0.0113 -0.0904
1521 marital-status_Never-married native-country_Taiwan 0.00706 0.00706 -0.318 0.014
3472 race_Black native-country_Japan -0.00705 0.00705 -0.0891 0.0149
1867 occupation_Adm-clerical native-country_Taiwan -0.00705 0.00705 -0.09 0.014
4940 native-country_Mexico native-country_South -0.00704 0.00704 -0.0629 -0.00474
5177 native-country_Scotland education-numGRP_5_[10,13] -0.00703 0.00703 0.00041 0.163
2197 occupation_Farming-fishing native-country_Taiwan -0.00703 0.00703 -0.0519 0.014
4081 native-country_Cuba hours-per-weekGRP_5_[60,INF) -0.00702 0.00702 0.00283 0.0541
1696 marital-status_Widowed native-country_Taiwan -0.00702 0.00702 -0.0644 0.014
2584 occupation_Prof-specialty native-country_Puerto-Rico -0.00702 0.00702 0.186 -0.0188
3862 native-country_Cambodia hours-per-weekGRP_4_[50,60] -0.00702 0.00702 0.00721 0.131
3670 sex_Female native-country_United-States 0.00699 0.00699 -0.216 0.0345
3729 sex_Male native-country_United-States -0.00699 0.00699 0.216 0.0345
673 workclass_Private native-country_Laos 0.00698 0.00698 -0.0785 -0.00713
4027 native-country_Columbia hours-per-weekGRP_4_[50,60] -0.00698 0.00698 -0.0206 0.131
22 CapitalGainPositive occupation_Farming-fishing -0.00697 0.00697 0.266 -0.0519
4882 native-country_Japan ageGRP_1_[0,20] -0.00697 0.00697 0.0149 -0.159
417 workclass_Local-gov marital-status_Married-AF-spouse -0.00697 0.00697 0.0331 0.0121
4502 native-country_Haiti ageGRP_6_[60,INF) -0.00697 0.00697 -0.0129 -0.00294
1105 marital-status_Divorced occupation_Prof-specialty -0.00696 0.00696 -0.127 0.186
1417 marital-status_Married-spouse-absent native-country_Ireland 0.00696 0.00696 -0.0425 -0.00206
4779 native-country_Ireland ageGRP_3_[30,40] 0.00695 0.00695 -0.00206 0.0568
4458 native-country_Guatemala ageGRP_6_[60,INF) -0.00695 0.00695 -0.0201 -0.00294
4746 native-country_Iran education-numGRP_1_[1,4] -0.00695 0.00695 0.0151 -0.0835
3369 race_Amer-Indian-Eskimo education-numGRP_1_[1,4] 0.00693 0.00693 -0.0287 -0.0835
606 workclass_Never-worked hours-per-weekGRP_3_[40,50] -0.00693 0.00693 -0.00826 0.172
2117 occupation_Exec-managerial native-country_Thailand 0.00693 0.00693 0.215 -0.00408
3293 relationship_Wife native-country_Thailand 0.00692 0.00692 0.123 -0.00408
2770 occupation_Tech-support race_White 0.00692 0.00692 0.0257 0.0852
2703 occupation_Sales native-country_China -0.00692 0.00692 0.0237 0.00291
3202 relationship_Unmarried native-country_Greece -0.00692 0.00692 -0.143 0.00245
4626 native-country_Hong ageGRP_4_[40,50] -0.00691 0.00691 0.00343 0.17
664 workclass_Private native-country_Honduras -0.0069 0.0069 -0.0785 -0.00766
1327 marital-status_Married-civ-spouse native-country_Ireland -0.0069 0.0069 0.445 -0.00206
387 workclass_Federal-gov native-country_Taiwan -0.0069 0.0069 0.0594 0.014
5073 native-country_Philippines education-numGRP_3_[6,8] -0.00689 0.00689 0.0123 -0.0975
2351 occupation_Machine-op-inspct native-country_Poland 0.00689 0.00689 -0.0694 -0.0041
4628 native-country_Hong ageGRP_6_[60,INF) -0.00689 0.00689 0.00343 -0.00294
3694 sex_Male native-country_Columbia -0.00688 0.00688 0.216 -0.0206
3635 sex_Female native-country_Columbia 0.00688 0.00688 -0.216 -0.0206
3208 relationship_Unmarried native-country_Hungary -0.00688 0.00688 -0.143 -0.00047
5321 native-country_Yugoslavia hours-per-weekGRP_3_[40,50] -0.00688 0.00688 0.00696 0.172
3124 relationship_Own-child native-country_Cambodia -0.00687 0.00687 -0.229 0.00721
4816 native-country_Italy ageGRP_4_[40,50] 0.00687 0.00687 0.0113 0.17
5129 native-country_Portugal education-numGRP_6_[13,16) -0.00687 0.00687 -0.0105 0.269
3213 relationship_Unmarried native-country_Jamaica 0.00687 0.00687 -0.143 -0.0137
3161 relationship_Own-child native-country_Trinadad&Tobago -0.00687 0.00687 -0.229 -0.00766
1436 marital-status_Married-spouse-absent native-country_Vietnam 0.00686 0.00686 -0.0425 -0.0176
2629 occupation_Protective-serv native-country_China -0.00685 0.00685 0.0281 0.00291
866 workclass_Self-emp-not-inc native-country_Laos -0.00684 0.00684 0.03 -0.00713
4990 native-country_Nicaragua hours-per-weekGRP_1_[0,20] -0.00684 0.00684 -0.0138 -0.128
4930 native-country_Laos hours-per-weekGRP_4_[50,60] -0.00683 0.00683 -0.00713 0.131
675 workclass_Private native-country_Nicaragua 0.00683 0.00683 -0.0785 -0.0138
2734 occupation_Sales native-country_Scotland -0.00682 0.00682 0.0237 0.00041
2249 occupation_Handlers-cleaners native-country_El-Salvador 0.00682 0.00682 -0.0873 -0.0208
3580 race_White native-country_England 0.00682 0.00682 0.0852 0.0114
3942 native-country_China native-country_Mexico -0.00682 0.00682 0.00291 -0.0629
982 workclass_State-gov ageGRP_5_[50,60] 0.00681 0.00681 0.0148 0.119
4323 native-country_France education-numGRP_3_[6,8] -0.00681 0.00681 0.0121 -0.0975
1194 marital-status_Married-AF-spouse occupation_Machine-op-inspct -0.00681 0.00681 0.0121 -0.0694
5236 native-country_Thailand ageGRP_4_[40,50] 0.00681 0.00681 -0.00408 0.17
2247 occupation_Handlers-cleaners native-country_Dominican-Republic 0.00679 0.00679 -0.0873 -0.023
2857 occupation_Transport-moving native-country_Greece -0.00678 0.00678 -0.0215 0.00245
2855 occupation_Transport-moving native-country_France -0.00678 0.00678 -0.0215 0.0121
3010 relationship_Not-in-family native-country_Japan 0.00677 0.00677 -0.189 0.0149
2331 occupation_Machine-op-inspct native-country_Germany -0.00676 0.00676 -0.0694 0.0122
2648 occupation_Protective-serv native-country_Italy -0.00676 0.00676 0.0281 0.0113
1332 marital-status_Married-civ-spouse native-country_Mexico 0.00676 0.00676 0.445 -0.0629
3918 native-country_Canada hours-per-weekGRP_4_[50,60] 0.00676 0.00676 0.0116 0.131
3731 sex_Male native-country_Yugoslavia 0.00675 0.00675 0.216 0.00696
5045 native-country_Peru education-numGRP_3_[6,8] 0.00675 0.00675 -0.0127 -0.0975
3672 sex_Female native-country_Yugoslavia -0.00675 0.00675 -0.216 0.00696
3269 relationship_Wife native-country_Guatemala -0.00674 0.00674 0.123 -0.0201
3771 native-country_? native-country_Jamaica -0.00674 0.00674 0.00304 -0.0137
4797 native-country_Italy native-country_Mexico -0.00673 0.00673 0.0113 -0.0629
186 CapitalLossPositive native-country_Trinadad&Tobago 0.00672 0.00672 0.139 -0.00766
149 CapitalLossPositive native-country_Cambodia 0.00672 0.00672 0.139 0.00721
3048 relationship_Other-relative race_Amer-Indian-Eskimo 0.00671 0.00671 -0.0837 -0.0287
2200 occupation_Farming-fishing native-country_United-States -0.00671 0.00671 -0.0519 0.0345
3783 native-country_? native-country_South -0.0067 0.0067 0.00304 -0.00474
1682 marital-status_Widowed native-country_Italy 0.0067 0.0067 -0.0644 0.0113
2736 occupation_Sales native-country_Taiwan -0.00669 0.00669 0.0237 0.014
2481 occupation_Priv-house-serv native-country_Dominican-Republic 0.00668 0.00668 -0.0371 -0.023
5318 native-country_Yugoslavia education-numGRP_6_[13,16) -0.00668 0.00668 0.00696 0.269
2113 occupation_Exec-managerial native-country_Puerto-Rico -0.00666 0.00666 0.215 -0.0188
2468 occupation_Priv-house-serv race_Amer-Indian-Eskimo -0.00666 0.00666 -0.0371 -0.0287
4178 native-country_Ecuador education-numGRP_5_[10,13] -0.00665 0.00665 -0.00672 0.163
1767 occupation_? native-country_Ireland -0.00665 0.00665 -0.0786 -0.00206
1181 marital-status_Divorced hours-per-weekGRP_5_[60,INF) -0.00664 0.00664 -0.127 0.0541
3797 native-country_? education-numGRP_2_[4,6] -0.00664 0.00664 0.00304 -0.0904
1526 marital-status_Never-married native-country_Yugoslavia -0.00664 0.00664 -0.318 0.00696
271 workclass_? native-country_Ireland -0.00664 0.00664 -0.0782 -0.00206
3198 relationship_Unmarried native-country_El-Salvador 0.00663 0.00663 -0.143 -0.0208
2572 occupation_Prof-specialty native-country_Ireland 0.00662 0.00662 0.186 -0.00206
3027 relationship_Not-in-family native-country_Yugoslavia -0.00662 0.00662 -0.189 0.00696
890 workclass_Self-emp-not-inc education-numGRP_2_[4,6] -0.00662 0.00662 0.03 -0.0904
1097 marital-status_Divorced occupation_Armed-Forces -0.00661 0.00661 -0.127 -0.00504
4982 native-country_Nicaragua ageGRP_5_[50,60] -0.0066 0.0066 -0.0138 0.119
158 CapitalLossPositive native-country_France -0.0066 0.0066 0.139 0.0121
4275 native-country_England education-numGRP_3_[6,8] -0.0066 0.0066 0.0114 -0.0975
1873 occupation_Adm-clerical ageGRP_1_[0,20] 0.00659 0.00659 -0.09 -0.159
4101 native-country_Dominican-Republic native-country_Mexico -0.00659 0.00659 -0.023 -0.0629
4467 native-country_Guatemala hours-per-weekGRP_3_[40,50] -0.00659 0.00659 -0.0201 0.172
4851 native-country_Jamaica ageGRP_4_[40,50] -0.00657 0.00657 -0.0137 0.17
1346 marital-status_Married-civ-spouse native-country_Vietnam -0.00655 0.00655 0.445 -0.0176
1191 marital-status_Married-AF-spouse occupation_Exec-managerial -0.00655 0.00655 0.0121 0.215
3619 race_White education-numGRP_1_[1,4] -0.00654 0.00654 0.0852 -0.0835
161 CapitalLossPositive native-country_Guatemala -0.00653 0.00653 0.139 -0.0201
5238 native-country_Thailand ageGRP_6_[60,INF) -0.00653 0.00653 -0.00408 -0.00294
4920 native-country_Laos ageGRP_6_[60,INF) -0.00653 0.00653 -0.00713 -0.00294
3963 native-country_China ageGRP_6_[60,INF) 0.00653 0.00653 0.00291 -0.00294
2175 occupation_Farming-fishing native-country_Haiti -0.00653 0.00653 -0.0519 -0.0129
46 CapitalGainPositive native-country_Cambodia 0.00652 0.00652 0.266 0.00721
5020 native-country_Outlying-US(Guam-USVI-etc) hours-per-weekGRP_1_[0,20] -0.00652 0.00652 -0.0117 -0.128
3466 race_Black native-country_Hungary -0.00651 0.00651 -0.0891 -0.00047
2730 occupation_Sales native-country_Philippines -0.00651 0.00651 0.0237 0.0123
4218 native-country_El-Salvador ageGRP_1_[0,20] 0.0065 0.0065 -0.0208 -0.159
1785 occupation_? native-country_United-States 0.0065 0.0065 -0.0786 0.0345
1379 marital-status_Married-spouse-absent occupation_Protective-serv -0.0065 0.0065 -0.0425 0.0281
3751 native-country_? native-country_China -0.00649 0.00649 0.00304 0.00291
5371 ageGRP_4_[40,50] education-numGRP_1_[1,4] -0.00649 0.00649 0.17 -0.0835
5037 native-country_Peru ageGRP_1_[0,20] 0.00649 0.00649 -0.0127 -0.159
155 CapitalLossPositive native-country_Ecuador -0.00649 0.00649 0.139 -0.00672
1398 marital-status_Married-spouse-absent native-country_Canada 0.00649 0.00649 -0.0425 0.0116
542 workclass_Never-worked relationship_Wife 0.00649 0.00649 -0.00826 0.123
5071 native-country_Philippines education-numGRP_1_[1,4] 0.00648 0.00648 0.0123 -0.0835
2666 occupation_Protective-serv native-country_Vietnam -0.00648 0.00648 0.0281 -0.0176
3209 relationship_Unmarried native-country_India -0.00647 0.00647 -0.143 0.0207
3294 relationship_Wife native-country_Trinadad&Tobago 0.00645 0.00645 0.123 -0.00766
4945 native-country_Mexico native-country_Vietnam -0.00645 0.00645 -0.0629 -0.0176
845 workclass_Self-emp-not-inc native-country_Columbia 0.00645 0.00645 0.03 -0.0206
2181 occupation_Farming-fishing native-country_Iran -0.00645 0.00645 -0.0519 0.0151
4322 native-country_France education-numGRP_2_[4,6] -0.00644 0.00644 0.0121 -0.0904
5205 native-country_South hours-per-weekGRP_4_[50,60] 0.00643 0.00643 -0.00474 0.131
218 workclass_? marital-status_Married-spouse-absent 0.00642 0.00642 -0.0782 -0.0425
1195 marital-status_Married-AF-spouse occupation_Other-service 0.00641 0.00641 0.0121 -0.156
3442 race_Asian-Pac-Islander hours-per-weekGRP_4_[50,60] -0.00641 0.00641 0.0105 0.131
365 workclass_Federal-gov native-country_Haiti -0.00641 0.00641 0.0594 -0.0129
3230 relationship_Unmarried native-country_Vietnam 0.00641 0.00641 -0.143 -0.0176
3256 relationship_Wife native-country_? 0.00641 0.00641 0.123 0.00304
2505 occupation_Priv-house-serv native-country_Philippines 0.0064 0.0064 -0.0371 0.0123
3770 native-country_? native-country_Italy -0.0064 0.0064 0.00304 0.0113
2403 occupation_Other-service native-country_Cuba 0.00639 0.00639 -0.156 0.00283
5133 native-country_Portugal hours-per-weekGRP_4_[50,60] -0.00639 0.00639 -0.0105 0.131
1003 workclass_Without-pay occupation_Adm-clerical 0.00638 0.00638 -0.0117 -0.09
5182 native-country_Scotland hours-per-weekGRP_4_[50,60] 0.00637 0.00637 0.00041 0.131
2422 occupation_Other-service native-country_Japan 0.00637 0.00637 -0.156 0.0149
1897 occupation_Armed-Forces occupation_Prof-specialty -0.00635 0.00635 -0.00504 0.186
3742 sex_Male education-numGRP_5_[10,13] 0.00635 0.00635 0.216 0.163
3683 sex_Female education-numGRP_5_[10,13] -0.00635 0.00635 -0.216 0.163
1961 occupation_Armed-Forces ageGRP_5_[50,60] -0.00634 0.00634 -0.00504 0.119
4894 native-country_Japan hours-per-weekGRP_1_[0,20] -0.00634 0.00634 0.0149 -0.128
3127 relationship_Own-child native-country_Columbia -0.00634 0.00634 -0.229 -0.0206
452 workclass_Local-gov native-country_Cambodia -0.00633 0.00633 0.0331 0.00721
600 workclass_Never-worked education-numGRP_3_[6,8] 0.00633 0.00633 -0.00826 -0.0975
2016 occupation_Craft-repair native-country_Hungary 0.00632 0.00632 -0.0126 -0.00047
616 workclass_Private marital-status_Married-spouse-absent 0.00632 0.00632 -0.0785 -0.0425
1890 occupation_Armed-Forces occupation_Craft-repair -0.00631 0.00631 -0.00504 -0.0126
1368 marital-status_Married-spouse-absent occupation_? 0.00631 0.00631 -0.0425 -0.0786
2787 occupation_Tech-support native-country_Haiti -0.0063 0.0063 0.0257 -0.0129
4437 native-country_Guatemala native-country_Mexico -0.0063 0.0063 -0.0201 -0.0629
3720 sex_Male native-country_Philippines -0.0063 0.0063 0.216 0.0123
3661 sex_Female native-country_Philippines 0.0063 0.0063 -0.216 0.0123
965 workclass_State-gov native-country_Peru -0.00629 0.00629 0.0148 -0.0127
3960 native-country_China ageGRP_3_[30,40] 0.00628 0.00628 0.00291 0.0568
2937 relationship_Husband native-country_Ireland -0.00628 0.00628 0.401 -0.00206
1891 occupation_Armed-Forces occupation_Exec-managerial -0.00628 0.00628 -0.00504 0.215
2796 occupation_Tech-support native-country_Jamaica 0.00627 0.00627 0.0257 -0.0137
681 workclass_Private native-country_Puerto-Rico 0.00627 0.00627 -0.0785 -0.0188
3754 native-country_? native-country_Dominican-Republic -0.00627 0.00627 0.00304 -0.023
2251 occupation_Handlers-cleaners native-country_France -0.00626 0.00626 -0.0873 0.0121
220 workclass_? marital-status_Separated 0.00626 0.00626 -0.0782 -0.0744
3482 race_Black native-country_Scotland -0.00626 0.00626 -0.0891 0.00041
1083 workclass_Without-pay education-numGRP_6_[13,16) -0.00625 0.00625 -0.0117 0.269
73 CapitalGainPositive native-country_Outlying-US(Guam-USVI-etc) -0.00625 0.00625 0.266 -0.0117
5019 native-country_Outlying-US(Guam-USVI-etc) education-numGRP_6_[13,16) -0.00625 0.00625 -0.0117 0.269
1840 occupation_Adm-clerical native-country_England -0.00625 0.00625 -0.09 0.0114
5261 native-country_Trinadad&Tobago education-numGRP_3_[6,8] 0.00623 0.00623 -0.00766 -0.0975
1994 occupation_Craft-repair race_Other -0.00623 0.00623 -0.0126 -0.0318
3458 race_Black native-country_France -0.00623 0.00623 -0.0891 0.0121
3394 race_Asian-Pac-Islander native-country_England -0.00623 0.00623 0.0105 0.0114
4283 native-country_England hours-per-weekGRP_5_[60,INF) 0.00623 0.00623 0.0114 0.0541
2733 occupation_Sales native-country_Puerto-Rico -0.00623 0.00623 0.0237 -0.0188
2569 occupation_Prof-specialty native-country_Hungary 0.00622 0.00622 0.186 -0.00047
3260 relationship_Wife native-country_Columbia -0.00621 0.00621 0.123 -0.0206
3084 relationship_Other-relative native-country_Peru 0.00621 0.00621 -0.0837 -0.0127
4854 native-country_Jamaica education-numGRP_1_[1,4] -0.0062 0.0062 -0.0137 -0.0835
2544 occupation_Prof-specialty race_Amer-Indian-Eskimo -0.0062 0.0062 0.186 -0.0287
1902 occupation_Armed-Forces relationship_Husband -0.0062 0.0062 -0.00504 0.401
4866 native-country_Japan native-country_Mexico -0.0062 0.0062 0.0149 -0.0629
119 CapitalLossPositive marital-status_Widowed -0.0062 0.0062 0.139 -0.0644
289 workclass_? native-country_United-States 0.00619 0.00619 -0.0782 0.0345
3793 native-country_? ageGRP_4_[40,50] 0.00619 0.00619 0.00304 0.17
1864 occupation_Adm-clerical native-country_Puerto-Rico 0.00618 0.00618 -0.09 -0.0188
2866 occupation_Transport-moving native-country_Ireland -0.00617 0.00617 -0.0215 -0.00206
2329 occupation_Machine-op-inspct native-country_England -0.00617 0.00617 -0.0694 0.0114
1439 marital-status_Married-spouse-absent ageGRP_2_[20,30] -0.00616 0.00616 -0.0425 -0.213
2936 relationship_Husband native-country_Iran 0.00616 0.00616 0.401 0.0151
4373 native-country_Germany education-numGRP_6_[13,16) 0.00616 0.00616 0.0122 0.269
4705 native-country_India ageGRP_4_[40,50] 0.00616 0.00616 0.0207 0.17
488 workclass_Local-gov native-country_Thailand -0.00616 0.00616 0.0331 -0.00408
2011 occupation_Craft-repair native-country_Guatemala 0.00615 0.00615 -0.0126 -0.0201
2018 occupation_Craft-repair native-country_Iran -0.00615 0.00615 -0.0126 0.0151
167 CapitalLossPositive native-country_India 0.00615 0.00615 0.139 0.0207
2657 occupation_Protective-serv native-country_Poland -0.00613 0.00613 0.0281 -0.0041
1133 marital-status_Divorced native-country_France 0.00613 0.00613 -0.127 0.0121
1858 occupation_Adm-clerical native-country_Nicaragua 0.00613 0.00613 -0.09 -0.0138
3788 native-country_? native-country_Vietnam -0.00613 0.00613 0.00304 -0.0176
1418 marital-status_Married-spouse-absent native-country_Italy 0.00613 0.00613 -0.0425 0.0113
5196 native-country_South education-numGRP_1_[1,4] -0.00612 0.00612 -0.00474 -0.0835
1106 marital-status_Divorced occupation_Protective-serv -0.00612 0.00612 -0.127 0.0281
5363 ageGRP_3_[30,40] education-numGRP_6_[13,16) 0.00611 0.00611 0.0568 0.269
3277 relationship_Wife native-country_Ireland -0.00611 0.00611 0.123 -0.00206
179 CapitalLossPositive native-country_Poland -0.00611 0.00611 0.139 -0.0041
4936 native-country_Mexico native-country_Poland -0.0061 0.0061 -0.0629 -0.0041
4422 native-country_Greece hours-per-weekGRP_3_[40,50] -0.0061 0.0061 0.00245 0.172
772 workclass_Self-emp-inc native-country_Nicaragua -0.00609 0.00609 0.139 -0.0138
4582 native-country_Honduras ageGRP_1_[0,20] 0.00609 0.00609 -0.00766 -0.159
948 workclass_State-gov native-country_Greece -0.00608 0.00608 0.0148 0.00245
2630 occupation_Protective-serv native-country_Columbia -0.00608 0.00608 0.0281 -0.0206
1545 marital-status_Separated occupation_? 0.00608 0.00608 -0.0744 -0.0786
4994 native-country_Nicaragua hours-per-weekGRP_5_[60,INF) -0.00607 0.00607 -0.0138 0.0541
2950 relationship_Husband native-country_Scotland -0.00607 0.00607 0.401 0.00041
4886 native-country_Japan ageGRP_5_[50,60] -0.00606 0.00606 0.0149 0.119
1311 marital-status_Married-civ-spouse native-country_Cuba 0.00606 0.00606 0.445 0.00283
1265 marital-status_Married-AF-spouse education-numGRP_3_[6,8] -0.00606 0.00606 0.0121 -0.0975
3996 native-country_Columbia native-country_Mexico -0.00605 0.00605 -0.0206 -0.0629
4421 native-country_Greece hours-per-weekGRP_2_[20,40] -0.00605 0.00605 0.00245 -0.153
5118 native-country_Portugal ageGRP_1_[0,20] -0.00605 0.00605 -0.0105 -0.159
2983 relationship_Not-in-family race_White 0.00604 0.00604 -0.189 0.0852
805 workclass_Self-emp-not-inc workclass_Without-pay -0.00603 0.00603 0.03 -0.0117
4674 native-country_Hungary education-numGRP_6_[13,16) -0.00602 0.00602 -0.00047 0.269
1805 occupation_Adm-clerical occupation_Armed-Forces -0.00602 0.00602 -0.09 -0.00504
61 CapitalGainPositive native-country_Honduras -0.00602 0.00602 0.266 -0.00766
768 workclass_Self-emp-inc native-country_Jamaica -0.00602 0.00602 0.139 -0.0137
3365 race_Amer-Indian-Eskimo ageGRP_3_[30,40] 0.00601 0.00601 -0.0287 0.0568
1746 occupation_? native-country_? -0.00601 0.00601 -0.0786 0.00304
152 CapitalLossPositive native-country_Columbia -0.006 0.006 0.139 -0.0206
3323 race_Amer-Indian-Eskimo native-country_Canada -0.006 0.006 -0.0287 0.0116
1514 marital-status_Never-married native-country_Peru 0.006 0.006 -0.318 -0.0127
4889 native-country_Japan education-numGRP_2_[4,6] -0.006 0.006 0.0149 -0.0904
1405 marital-status_Married-spouse-absent native-country_England -0.006 0.006 -0.0425 0.0114
3625 race_White hours-per-weekGRP_1_[0,20] 0.00599 0.00599 0.0852 -0.128
3761 native-country_? native-country_Guatemala -0.00599 0.00599 0.00304 -0.0201
1639 marital-status_Widowed occupation_Machine-op-inspct -0.00599 0.00599 -0.0644 -0.0694
2663 occupation_Protective-serv native-country_Thailand 0.00599 0.00599 0.0281 -0.00408
239 workclass_? relationship_Other-relative 0.00599 0.00599 -0.0782 -0.0837
4864 native-country_Jamaica hours-per-weekGRP_5_[60,INF) -0.00598 0.00598 -0.0137 0.0541
943 workclass_State-gov native-country_Ecuador -0.00598 0.00598 0.0148 -0.00672
184 CapitalLossPositive native-country_Taiwan 0.00597 0.00597 0.139 0.014
1343 marital-status_Married-civ-spouse native-country_Thailand -0.00597 0.00597 0.445 -0.00408
2433 occupation_Other-service native-country_South 0.00597 0.00597 -0.156 -0.00474
1403 marital-status_Married-spouse-absent native-country_Ecuador 0.00596 0.00596 -0.0425 -0.00672
5022 native-country_Outlying-US(Guam-USVI-etc) hours-per-weekGRP_3_[40,50] -0.00596 0.00596 -0.0117 0.172
4267 native-country_England ageGRP_1_[0,20] -0.00595 0.00595 0.0114 -0.159
3087 relationship_Other-relative native-country_Portugal -0.00594 0.00594 -0.0837 -0.0105
4279 native-country_England hours-per-weekGRP_1_[0,20] 0.00594 0.00594 0.0114 -0.128
2170 occupation_Farming-fishing native-country_England -0.00594 0.00594 -0.0519 0.0114
3249 relationship_Wife race_Amer-Indian-Eskimo 0.00593 0.00593 0.123 -0.0287
4780 native-country_Ireland ageGRP_4_[40,50] -0.00592 0.00592 -0.00206 0.17
1899 occupation_Armed-Forces occupation_Sales -0.00591 0.00591 -0.00504 0.0237
3066 relationship_Other-relative native-country_Germany -0.00591 0.00591 -0.0837 0.0122
250 workclass_? native-country_? -0.0059 0.0059 -0.0782 0.00304
3772 native-country_? native-country_Japan -0.0059 0.0059 0.00304 0.0149
2419 occupation_Other-service native-country_Ireland 0.0059 0.0059 -0.156 -0.00206
4133 native-country_Dominican-Republic hours-per-weekGRP_5_[60,INF) 0.0059 0.0059 -0.023 0.0541
4419 native-country_Greece education-numGRP_6_[13,16) 0.0059 0.0059 0.00245 0.269
2800 occupation_Tech-support native-country_Nicaragua 0.00589 0.00589 0.0257 -0.0138
5227 native-country_Taiwan hours-per-weekGRP_4_[50,60] 0.00589 0.00589 0.014 0.131
114 CapitalLossPositive marital-status_Married-AF-spouse -0.00588 0.00588 0.139 0.0121
2217 occupation_Farming-fishing hours-per-weekGRP_3_[40,50] 0.00588 0.00588 -0.0519 0.172
2007 occupation_Craft-repair native-country_England -0.00587 0.00587 -0.0126 0.0114
4857 native-country_Jamaica education-numGRP_4_[8,10] 0.00587 0.00587 -0.0137 -0.176
650 workclass_Private native-country_Canada -0.00587 0.00587 -0.0785 0.0116
3412 race_Asian-Pac-Islander native-country_Nicaragua -0.00587 0.00587 0.0105 -0.0138
5008 native-country_Outlying-US(Guam-USVI-etc) ageGRP_1_[0,20] -0.00586 0.00586 -0.0117 -0.159
2361 occupation_Machine-op-inspct native-country_Yugoslavia 0.00586 0.00586 -0.0694 0.00696
3064 relationship_Other-relative native-country_England -0.00586 0.00586 -0.0837 0.0114
1751 occupation_? native-country_Cuba -0.00586 0.00586 -0.0786 0.00283
58 CapitalGainPositive native-country_Guatemala -0.00585 0.00585 0.266 -0.0201
1172 marital-status_Divorced education-numGRP_2_[4,6] -0.00584 0.00584 -0.127 -0.0904
4993 native-country_Nicaragua hours-per-weekGRP_4_[50,60] -0.00584 0.00584 -0.0138 0.131
2720 occupation_Sales native-country_Iran 0.00584 0.00584 0.0237 0.0151
5255 native-country_Trinadad&Tobago ageGRP_3_[30,40] 0.00582 0.00582 -0.00766 0.0568
547 workclass_Never-worked race_White -0.00582 0.00582 -0.00826 0.0852
255 workclass_? native-country_Cuba -0.00582 0.00582 -0.0782 0.00283
774 workclass_Self-emp-inc native-country_Peru -0.00582 0.00582 0.139 -0.0127
2791 occupation_Tech-support native-country_Hungary 0.00582 0.00582 0.0257 -0.00047
4024 native-country_Columbia hours-per-weekGRP_1_[0,20] -0.00582 0.00582 -0.0206 -0.128
1735 occupation_? relationship_Other-relative 0.00581 0.00581 -0.0786 -0.0837
3779 native-country_? native-country_Poland -0.0058 0.0058 0.00304 -0.0041
5053 native-country_Peru hours-per-weekGRP_5_[60,INF) -0.0058 0.0058 -0.0127 0.0541
2580 occupation_Prof-specialty native-country_Peru -0.0058 0.0058 0.186 -0.0127
2340 occupation_Machine-op-inspct native-country_Iran -0.00579 0.00579 -0.0694 0.0151
5178 native-country_Scotland education-numGRP_6_[13,16) 0.00579 0.00579 0.00041 0.269
5099 native-country_Poland education-numGRP_2_[4,6] -0.00579 0.00579 -0.0041 -0.0904
976 workclass_State-gov native-country_Vietnam -0.00579 0.00579 0.0148 -0.0176
2805 occupation_Tech-support native-country_Portugal -0.00578 0.00578 0.0257 -0.0105
1307 marital-status_Married-civ-spouse native-country_Cambodia 0.00577 0.00577 0.445 0.00721
2696 occupation_Sales race_Other -0.00576 0.00576 0.0237 -0.0318
4174 native-country_Ecuador education-numGRP_1_[1,4] 0.00576 0.00576 -0.00672 -0.0835
4883 native-country_Japan ageGRP_2_[20,30] -0.00576 0.00576 0.0149 -0.213
2498 occupation_Priv-house-serv native-country_Jamaica 0.00575 0.00575 -0.0371 -0.0137
3102 relationship_Other-relative ageGRP_6_[60,INF) -0.00575 0.00575 -0.0837 -0.00294
3752 native-country_? native-country_Columbia -0.00575 0.00575 0.00304 -0.0206
1406 marital-status_Married-spouse-absent native-country_France 0.00574 0.00574 -0.0425 0.0121
5265 native-country_Trinadad&Tobago hours-per-weekGRP_1_[0,20] 0.00574 0.00574 -0.00766 -0.128
2188 occupation_Farming-fishing native-country_Nicaragua -0.00574 0.00574 -0.0519 -0.0138
4331 native-country_France hours-per-weekGRP_5_[60,INF) 0.00574 0.00574 0.0121 0.0541
2709 occupation_Sales native-country_England -0.00573 0.00573 0.0237 0.0114
1264 marital-status_Married-AF-spouse education-numGRP_2_[4,6] -0.00573 0.00573 0.0121 -0.0904
4897 native-country_Japan hours-per-weekGRP_4_[50,60] 0.00573 0.00573 0.0149 0.131
2777 occupation_Tech-support native-country_Columbia 0.00572 0.00572 0.0257 -0.0206
4627 native-country_Hong ageGRP_5_[50,60] -0.00572 0.00572 0.00343 0.119
1906 occupation_Armed-Forces relationship_Unmarried -0.00572 0.00572 -0.00504 -0.143
4321 native-country_France education-numGRP_1_[1,4] -0.00571 0.00571 0.0121 -0.0835
2027 occupation_Craft-repair native-country_Peru -0.00571 0.00571 -0.0126 -0.0127
5048 native-country_Peru education-numGRP_6_[13,16) -0.0057 0.0057 -0.0127 0.269
1607 marital-status_Separated native-country_Scotland 0.0057 0.0057 -0.0744 0.00041
3903 native-country_Canada ageGRP_1_[0,20] -0.0057 0.0057 0.0116 -0.159
1491 marital-status_Never-married native-country_Dominican-Republic 0.0057 0.0057 -0.318 -0.023
74 CapitalGainPositive native-country_Peru -0.0057 0.0057 0.266 -0.0127
4856 native-country_Jamaica education-numGRP_3_[6,8] 0.00569 0.00569 -0.0137 -0.0975
1827 occupation_Adm-clerical race_Other -0.00568 0.00568 -0.09 -0.0318
4274 native-country_England education-numGRP_2_[4,6] -0.00568 0.00568 0.0114 -0.0904
3656 sex_Female native-country_Laos 0.00568 0.00568 -0.216 -0.00713
3715 sex_Male native-country_Laos -0.00568 0.00568 0.216 -0.00713
1954 occupation_Armed-Forces native-country_United-States 0.00567 0.00567 -0.00504 0.0345
5047 native-country_Peru education-numGRP_5_[10,13] -0.00567 0.00567 -0.0127 0.163
4678 native-country_Hungary hours-per-weekGRP_4_[50,60] 0.00567 0.00567 -0.00047 0.131
2662 occupation_Protective-serv native-country_Taiwan -0.00565 0.00565 0.0281 0.014
4663 native-country_Hungary ageGRP_1_[0,20] -0.00565 0.00565 -0.00047 -0.159
2115 occupation_Exec-managerial native-country_South 0.00565 0.00565 0.215 -0.00474
2265 occupation_Handlers-cleaners native-country_Japan -0.00564 0.00564 -0.0873 0.0149
150 CapitalLossPositive native-country_Canada 0.00564 0.00564 0.139 0.0116
1695 marital-status_Widowed native-country_South 0.00563 0.00563 -0.0644 -0.00474
2420 occupation_Other-service native-country_Italy 0.00563 0.00563 -0.156 0.0113
29 CapitalGainPositive occupation_Sales 0.00563 0.00563 0.266 0.0237
2862 occupation_Transport-moving native-country_Hong -0.00563 0.00563 -0.0215 0.00343
2004 occupation_Craft-repair native-country_Dominican-Republic -0.00562 0.00562 -0.0126 -0.023
4941 native-country_Mexico native-country_Taiwan -0.00562 0.00562 -0.0629 0.014
3329 race_Amer-Indian-Eskimo native-country_El-Salvador -0.00561 0.00561 -0.0287 -0.0208
532 workclass_Never-worked occupation_Prof-specialty -0.0056 0.0056 -0.00826 0.186
3414 race_Asian-Pac-Islander native-country_Peru -0.0056 0.0056 0.0105 -0.0127
5305 native-country_Vietnam hours-per-weekGRP_4_[50,60] -0.0056 0.0056 -0.0176 0.131
596 workclass_Never-worked ageGRP_5_[50,60] -0.00559 0.00559 -0.00826 0.119
4317 native-country_France ageGRP_3_[30,40] 0.00559 0.00559 0.0121 0.0568
1556 marital-status_Separated occupation_Protective-serv -0.00558 0.00558 -0.0744 0.0281
1895 occupation_Armed-Forces occupation_Other-service -0.00558 0.00558 -0.00504 -0.156
2262 occupation_Handlers-cleaners native-country_Ireland 0.00558 0.00558 -0.0873 -0.00206
1193 marital-status_Married-AF-spouse occupation_Handlers-cleaners -0.00557 0.00557 0.0121 -0.0873
689 workclass_Private native-country_Yugoslavia 0.00557 0.00557 -0.0785 0.00696
525 workclass_Never-worked occupation_Craft-repair -0.00556 0.00556 -0.00826 -0.0126
1130 marital-status_Divorced native-country_Ecuador -0.00556 0.00556 -0.127 -0.00672
665 workclass_Private native-country_Hong 0.00555 0.00555 -0.0785 0.00343
3708 sex_Male native-country_Hungary -0.00555 0.00555 0.216 -0.00047
3649 sex_Female native-country_Hungary 0.00555 0.00555 -0.216 -0.00047
4587 native-country_Honduras ageGRP_6_[60,INF) -0.00555 0.00555 -0.00766 -0.00294
1160 marital-status_Divorced native-country_Thailand -0.00554 0.00554 -0.127 -0.00408
2015 occupation_Craft-repair native-country_Hong 0.00554 0.00554 -0.0126 0.00343
526 workclass_Never-worked occupation_Exec-managerial -0.00554 0.00554 -0.00826 0.215
748 workclass_Self-emp-inc native-country_China -0.00553 0.00553 0.139 0.00291
957 workclass_State-gov native-country_Ireland -0.00553 0.00553 0.0148 -0.00206
752 workclass_Self-emp-inc native-country_Ecuador -0.00553 0.00553 0.139 -0.00672
2020 occupation_Craft-repair native-country_Italy 0.0055 0.0055 -0.0126 0.0113
2846 occupation_Transport-moving native-country_Cambodia -0.00549 0.00549 -0.0215 0.00721
1139 marital-status_Divorced native-country_Honduras 0.00549 0.00549 -0.127 -0.00766
670 workclass_Private native-country_Italy -0.00549 0.00549 -0.0785 0.0113
1689 marital-status_Widowed native-country_Peru -0.00548 0.00548 -0.0644 -0.0127
2190 occupation_Farming-fishing native-country_Peru -0.00548 0.00548 -0.0519 -0.0127
3073 relationship_Other-relative native-country_Hungary 0.00547 0.00547 -0.0837 -0.00047
3071 relationship_Other-relative native-country_Honduras 0.00547 0.00547 -0.0837 -0.00766
2727 occupation_Sales native-country_Nicaragua -0.00546 0.00546 0.0237 -0.0138
4596 native-country_Honduras hours-per-weekGRP_3_[40,50] -0.00546 0.00546 -0.00766 0.172
3195 relationship_Unmarried native-country_Cuba 0.00545 0.00545 -0.143 0.00283
1072 workclass_Without-pay ageGRP_1_[0,20] 0.00545 0.00545 -0.0117 -0.159
3340 race_Amer-Indian-Eskimo native-country_India -0.00545 0.00545 -0.0287 0.0207
415 workclass_Local-gov workclass_Without-pay -0.00544 0.00544 0.0331 -0.0117
3117 relationship_Own-child race_Asian-Pac-Islander 0.00544 0.00544 -0.229 0.0105
1787 occupation_? native-country_Yugoslavia -0.00543 0.00543 -0.0786 0.00696
419 workclass_Local-gov marital-status_Married-spouse-absent -0.00542 0.00542 0.0331 -0.0425
5414 education-numGRP_1_[1,4] hours-per-weekGRP_5_[60,INF) 0.00542 0.00542 -0.0835 0.0541
2555 occupation_Prof-specialty native-country_Columbia -0.00542 0.00542 0.186 -0.0206
291 workclass_? native-country_Yugoslavia -0.00542 0.00542 -0.0782 0.00696
3395 race_Asian-Pac-Islander native-country_France -0.00542 0.00542 0.0105 0.0121
994 workclass_State-gov hours-per-weekGRP_5_[60,INF) -0.00541 0.00541 0.0148 0.0541
2111 occupation_Exec-managerial native-country_Poland -0.0054 0.0054 0.215 -0.0041
2589 occupation_Prof-specialty native-country_Trinadad&Tobago -0.0054 0.0054 0.186 -0.00766
5159 native-country_Puerto-Rico hours-per-weekGRP_5_[60,INF) -0.0054 0.0054 -0.0188 0.0541
3008 relationship_Not-in-family native-country_Italy -0.00539 0.00539 -0.189 0.0113
4409 native-country_Greece ageGRP_2_[20,30] -0.00539 0.00539 0.00245 -0.213
380 workclass_Federal-gov native-country_Peru -0.00538 0.00538 0.0594 -0.0127
1583 marital-status_Separated native-country_France -0.00538 0.00538 -0.0744 0.0121
1585 marital-status_Separated native-country_Greece -0.00538 0.00538 -0.0744 0.00245
3851 native-country_Cambodia ageGRP_5_[50,60] -0.00538 0.00538 0.00721 0.119
2687 occupation_Sales relationship_Husband 0.00537 0.00537 0.0237 0.401
2157 occupation_Farming-fishing race_Other 0.00536 0.00536 -0.0519 -0.0318
1431 marital-status_Married-spouse-absent native-country_South 0.00536 0.00536 -0.0425 -0.00474
2762 occupation_Tech-support relationship_Other-relative -0.00535 0.00535 0.0257 -0.0837
3784 native-country_? native-country_Taiwan -0.00535 0.00535 0.00304 0.014
2870 occupation_Transport-moving native-country_Laos -0.00534 0.00534 -0.0215 -0.00713
2882 occupation_Transport-moving native-country_Thailand -0.00534 0.00534 -0.0215 -0.00408
864 workclass_Self-emp-not-inc native-country_Jamaica -0.00533 0.00533 0.03 -0.0137
1425 marital-status_Married-spouse-absent native-country_Peru 0.00533 0.00533 -0.0425 -0.0127
1687 marital-status_Widowed native-country_Nicaragua 0.00533 0.00533 -0.0644 -0.0138
2643 occupation_Protective-serv native-country_Hong 0.00533 0.00533 0.0281 0.00343
3392 race_Asian-Pac-Islander native-country_Ecuador -0.00533 0.00533 0.0105 -0.00672
2925 relationship_Husband native-country_England -0.00532 0.00532 0.401 0.0114
737 workclass_Self-emp-inc relationship_Wife -0.00532 0.00532 0.139 0.123
2348 occupation_Machine-op-inspct native-country_Outlying-US(Guam-USVI-etc) -0.00531 0.00531 -0.0694 -0.0117
3371 race_Amer-Indian-Eskimo education-numGRP_3_[6,8] 0.00531 0.00531 -0.0287 -0.0975
3326 race_Amer-Indian-Eskimo native-country_Cuba -0.00531 0.00531 -0.0287 0.00283
523 workclass_Never-worked occupation_Adm-clerical -0.00531 0.00531 -0.00826 -0.09
2173 occupation_Farming-fishing native-country_Greece -0.0053 0.0053 -0.0519 0.00245
4637 native-country_Hong hours-per-weekGRP_3_[40,50] -0.00529 0.00529 0.00343 0.172
1580 marital-status_Separated native-country_Ecuador -0.00529 0.00529 -0.0744 -0.00672
4983 native-country_Nicaragua ageGRP_6_[60,INF) -0.00529 0.00529 -0.0138 -0.00294
2081 occupation_Exec-managerial native-country_Cambodia -0.00528 0.00528 0.215 0.00721
2118 occupation_Exec-managerial native-country_Trinadad&Tobago -0.00528 0.00528 0.215 -0.00766
1683 marital-status_Widowed native-country_Jamaica -0.00527 0.00527 -0.0644 -0.0137
3806 native-country_? hours-per-weekGRP_5_[60,INF) 0.00527 0.00527 0.00304 0.0541
3700 sex_Male native-country_France -0.00527 0.00527 0.216 0.0121
2430 occupation_Other-service native-country_Portugal -0.00527 0.00527 -0.156 -0.0105
3641 sex_Female native-country_France 0.00527 0.00527 -0.216 0.0121
3065 relationship_Other-relative native-country_France -0.00526 0.00526 -0.0837 0.0121
835 workclass_Self-emp-not-inc race_Asian-Pac-Islander -0.00526 0.00526 0.03 0.0105
5077 native-country_Philippines hours-per-weekGRP_1_[0,20] -0.00525 0.00525 0.0123 -0.128
1766 occupation_? native-country_Iran -0.00525 0.00525 -0.0786 0.0151
5052 native-country_Peru hours-per-weekGRP_4_[50,60] -0.00525 0.00525 -0.0127 0.131
5201 native-country_South education-numGRP_6_[13,16) 0.00525 0.00525 -0.00474 0.269
469 workclass_Local-gov native-country_Hungary -0.00524 0.00524 0.0331 -0.00047
2205 occupation_Farming-fishing ageGRP_3_[30,40] -0.00523 0.00523 -0.0519 0.0568
1851 occupation_Adm-clerical native-country_Iran -0.00523 0.00523 -0.09 0.0151
4715 native-country_India hours-per-weekGRP_2_[20,40] -0.00523 0.00523 0.0207 -0.153
2241 occupation_Handlers-cleaners native-country_? -0.00523 0.00523 -0.0873 0.00304
1443 marital-status_Married-spouse-absent ageGRP_6_[60,INF) -0.00522 0.00522 -0.0425 -0.00294
3919 native-country_Canada hours-per-weekGRP_5_[60,INF) 0.00522 0.00522 0.0116 0.0541
270 workclass_? native-country_Iran -0.00522 0.00522 -0.0782 0.0151
4481 native-country_Haiti native-country_Mexico -0.00522 0.00522 -0.0129 -0.0629
2563 occupation_Prof-specialty native-country_Greece -0.00521 0.00521 0.186 0.00245
48 CapitalGainPositive native-country_China -0.00521 0.00521 0.266 0.00291
534 workclass_Never-worked occupation_Sales -0.00521 0.00521 -0.00826 0.0237
3854 native-country_Cambodia education-numGRP_2_[4,6] -0.00521 0.00521 0.00721 -0.0904
2250 occupation_Handlers-cleaners native-country_England -0.00521 0.00521 -0.0873 0.0114
2168 occupation_Farming-fishing native-country_Ecuador -0.00521 0.00521 -0.0519 -0.00672
363 workclass_Federal-gov native-country_Greece -0.0052 0.0052 0.0594 0.00245
173 CapitalLossPositive native-country_Laos -0.0052 0.0052 0.139 -0.00713
5423 education-numGRP_2_[4,6] hours-per-weekGRP_5_[60,INF) -0.0052 0.0052 -0.0904 0.0541
2258 occupation_Handlers-cleaners native-country_Hong -0.0052 0.0052 -0.0873 0.00343
185 CapitalLossPositive native-country_Thailand -0.0052 0.0052 0.139 -0.00408
2646 occupation_Protective-serv native-country_Iran -0.00519 0.00519 0.0281 0.0151
3634 sex_Female native-country_China -0.00519 0.00519 -0.216 0.00291
3693 sex_Male native-country_China 0.00519 0.00519 0.216 0.00291
4783 native-country_Ireland education-numGRP_1_[1,4] -0.00519 0.00519 -0.00206 -0.0835
3965 native-country_China education-numGRP_2_[4,6] 0.00518 0.00518 0.00291 -0.0904
3330 race_Amer-Indian-Eskimo native-country_England -0.00517 0.00517 -0.0287 0.0114
4790 native-country_Ireland hours-per-weekGRP_2_[20,40] 0.00517 0.00517 -0.00206 -0.153
3059 relationship_Other-relative native-country_Columbia 0.00516 0.00516 -0.0837 -0.0206
4724 native-country_Iran native-country_Mexico -0.00516 0.00516 0.0151 -0.0629
5243 native-country_Thailand education-numGRP_5_[10,13] 0.00516 0.00516 -0.00408 0.163
2758 occupation_Sales hours-per-weekGRP_5_[60,INF) 0.00514 0.00514 0.0237 0.0541
1270 marital-status_Married-AF-spouse hours-per-weekGRP_2_[20,40] -0.00514 0.00514 0.0121 -0.153
747 workclass_Self-emp-inc native-country_Canada 0.00514 0.00514 0.139 0.0116
2322 occupation_Machine-op-inspct native-country_Canada -0.00513 0.00513 -0.0694 0.0116
3798 native-country_? education-numGRP_3_[6,8] -0.00512 0.00512 0.00304 -0.0975
4917 native-country_Laos ageGRP_3_[30,40] -0.00512 0.00512 -0.00713 0.0568
766 workclass_Self-emp-inc native-country_Ireland -0.00512 0.00512 0.139 -0.00206
483 workclass_Local-gov native-country_Portugal -0.00512 0.00512 0.0331 -0.0105
2338 occupation_Machine-op-inspct native-country_Hungary -0.00512 0.00512 -0.0694 -0.00047
358 workclass_Federal-gov native-country_Ecuador -0.00511 0.00511 0.0594 -0.00672
1321 marital-status_Married-civ-spouse native-country_Holand-Netherlands -0.00511 0.00511 0.445 -0.00312
2785 occupation_Tech-support native-country_Greece -0.00511 0.00511 0.0257 0.00245
3225 relationship_Unmarried native-country_South 0.00511 0.00511 -0.143 -0.00474
4793 native-country_Ireland hours-per-weekGRP_5_[60,INF) -0.0051 0.0051 -0.00206 0.0541
3493 race_Black ageGRP_4_[40,50] 0.00509 0.00509 -0.0891 0.17
1660 marital-status_Widowed native-country_? -0.00509 0.00509 -0.0644 0.00304
1774 occupation_? native-country_Outlying-US(Guam-USVI-etc) -0.00508 0.00508 -0.0786 -0.0117
1002 workclass_Without-pay occupation_? -0.00508 0.00508 -0.0117 -0.0786
4350 native-country_Germany native-country_Philippines -0.00508 0.00508 0.0122 0.0123
1263 marital-status_Married-AF-spouse education-numGRP_1_[1,4] -0.00508 0.00508 0.0121 -0.0835
122 CapitalLossPositive occupation_Armed-Forces 0.00508 0.00508 0.139 -0.00504
278 workclass_? native-country_Outlying-US(Guam-USVI-etc) -0.00507 0.00507 -0.0782 -0.0117
5240 native-country_Thailand education-numGRP_2_[4,6] -0.00507 0.00507 -0.00408 -0.0904
214 workclass_? workclass_Without-pay -0.00507 0.00507 -0.0782 -0.0117
4922 native-country_Laos education-numGRP_2_[4,6] -0.00507 0.00507 -0.00713 -0.0904
2242 occupation_Handlers-cleaners native-country_Cambodia -0.00506 0.00506 -0.0873 0.00721
2279 occupation_Handlers-cleaners native-country_Trinadad&Tobago -0.00506 0.00506 -0.0873 -0.00766
1017 workclass_Without-pay relationship_Husband -0.00505 0.00505 -0.0117 0.401
4549 native-country_Holand-Netherlands education-numGRP_4_[8,10] 0.00505 0.00505 -0.00312 -0.176
5315 native-country_Yugoslavia education-numGRP_3_[6,8] -0.00505 0.00505 0.00696 -0.0975
3970 native-country_China hours-per-weekGRP_1_[0,20] 0.00505 0.00505 0.00291 -0.128
2635 occupation_Protective-serv native-country_England 0.00505 0.00505 0.0281 0.0114
541 workclass_Never-worked relationship_Unmarried -0.00504 0.00504 -0.00826 -0.143
2782 occupation_Tech-support native-country_England 0.00504 0.00504 0.0257 0.0114
3904 native-country_Canada ageGRP_2_[20,30] -0.00504 0.00504 0.0116 -0.213
1664 marital-status_Widowed native-country_Columbia 0.00504 0.00504 -0.0644 -0.0206
1378 marital-status_Married-spouse-absent occupation_Prof-specialty -0.00503 0.00503 -0.0425 0.186
1671 marital-status_Widowed native-country_Germany 0.00503 0.00503 -0.0644 0.0122
5237 native-country_Thailand ageGRP_5_[50,60] -0.00503 0.00503 -0.00408 0.119
485 workclass_Local-gov native-country_Scotland -0.00503 0.00503 0.0331 0.00041
5428 education-numGRP_3_[6,8] hours-per-weekGRP_2_[20,40] -0.00503 0.00503 -0.0975 -0.153
936 workclass_State-gov native-country_? -0.00502 0.00502 0.0148 0.00304
3971 native-country_China hours-per-weekGRP_2_[20,40] 0.00502 0.00502 0.00291 -0.153
19 CapitalGainPositive occupation_Armed-Forces -0.00501 0.00501 0.266 -0.00504
711 workclass_Self-emp-inc marital-status_Married-AF-spouse -0.00501 0.00501 0.139 0.0121
1509 marital-status_Never-married native-country_Japan -0.00501 0.00501 -0.318 0.0149
1967 occupation_Armed-Forces education-numGRP_5_[10,13] -0.00501 0.00501 -0.00504 0.163
589 workclass_Never-worked native-country_United-States 0.005 0.005 -0.00826 0.0345
49 CapitalGainPositive native-country_Columbia -0.005 0.005 0.266 -0.0206
75 CapitalGainPositive native-country_Philippines -0.00499 0.00499 0.266 0.0123
4507 native-country_Haiti education-numGRP_5_[10,13] -0.00499 0.00499 -0.0129 0.163
2438 occupation_Other-service native-country_Vietnam 0.00499 0.00499 -0.156 -0.0176
940 workclass_State-gov native-country_Columbia -0.00499 0.00499 0.0148 -0.0206
2035 occupation_Craft-repair native-country_Thailand -0.00499 0.00499 -0.0126 -0.00408
386 workclass_Federal-gov native-country_South -0.00498 0.00498 0.0594 -0.00474
16 CapitalGainPositive marital-status_Widowed -0.00498 0.00498 0.266 -0.0644
2163 occupation_Farming-fishing native-country_Canada -0.00497 0.00497 -0.0519 0.0116
3762 native-country_? native-country_Haiti -0.00497 0.00497 0.00304 -0.0129
660 workclass_Private native-country_Greece -0.00496 0.00496 -0.0785 0.00245
716 workclass_Self-emp-inc marital-status_Widowed -0.00494 0.00494 0.139 -0.0644
1001 workclass_Without-pay marital-status_Widowed 0.00494 0.00494 -0.0117 -0.0644
1688 marital-status_Widowed native-country_Outlying-US(Guam-USVI-etc) 0.00494 0.00494 -0.0644 -0.0117
1824 occupation_Adm-clerical race_Amer-Indian-Eskimo -0.00494 0.00494 -0.09 -0.0287
2105 occupation_Exec-managerial native-country_Laos -0.00493 0.00493 0.215 -0.00713
2278 occupation_Handlers-cleaners native-country_Thailand -0.00493 0.00493 -0.0873 -0.00408
2266 occupation_Handlers-cleaners native-country_Laos -0.00493 0.00493 -0.0873 -0.00713
4860 native-country_Jamaica hours-per-weekGRP_1_[0,20] -0.00492 0.00492 -0.0137 -0.128
937 workclass_State-gov native-country_Cambodia -0.00492 0.00492 0.0148 0.00721
530 workclass_Never-worked occupation_Other-service -0.00492 0.00492 -0.00826 -0.156
3546 race_Other native-country_Taiwan 0.00492 0.00492 -0.0318 0.014
5181 native-country_Scotland hours-per-weekGRP_3_[40,50] -0.00492 0.00492 0.00041 0.172
2558 occupation_Prof-specialty native-country_Ecuador -0.00491 0.00491 0.186 -0.00672
2719 occupation_Sales native-country_India 0.00491 0.00491 0.0237 0.0207
3768 native-country_? native-country_Iran -0.00491 0.00491 0.00304 0.0151
3344 race_Amer-Indian-Eskimo native-country_Jamaica -0.0049 0.0049 -0.0287 -0.0137
4221 native-country_El-Salvador ageGRP_4_[40,50] -0.0049 0.0049 -0.0208 0.17
189 CapitalLossPositive native-country_Yugoslavia -0.0049 0.0049 0.139 0.00696
1764 occupation_? native-country_Hungary -0.0049 0.0049 -0.0786 -0.00047
1337 marital-status_Married-civ-spouse native-country_Poland 0.00489 0.00489 0.445 -0.0041
456 workclass_Local-gov native-country_Cuba -0.00489 0.00489 0.0331 0.00283
268 workclass_? native-country_Hungary -0.00489 0.00489 -0.0782 -0.00047
5150 native-country_Puerto-Rico education-numGRP_2_[4,6] 0.00488 0.00488 -0.0188 -0.0904
1518 marital-status_Never-married native-country_Puerto-Rico -0.00488 0.00488 -0.318 -0.0188
2717 occupation_Sales native-country_Hong -0.00488 0.00488 0.0237 0.00343
3791 native-country_? ageGRP_2_[20,30] -0.00488 0.00488 0.00304 -0.213
375 workclass_Federal-gov native-country_Japan 0.00488 0.00488 0.0594 0.0149
1137 marital-status_Divorced native-country_Haiti -0.00488 0.00488 -0.127 -0.0129
244 workclass_? race_Asian-Pac-Islander 0.00486 0.00486 -0.0782 0.0105
2402 occupation_Other-service native-country_Columbia 0.00486 0.00486 -0.156 -0.0206
784 workclass_Self-emp-inc native-country_United-States -0.00485 0.00485 0.139 0.0345
815 workclass_Self-emp-not-inc occupation_Armed-Forces -0.00484 0.00484 0.03 -0.00504
5143 native-country_Puerto-Rico ageGRP_1_[0,20] -0.00484 0.00484 -0.0188 -0.159
1209 marital-status_Married-AF-spouse race_Asian-Pac-Islander -0.00483 0.00483 0.0121 0.0105
3119 relationship_Own-child race_Other -0.00483 0.00483 -0.229 -0.0318
2847 occupation_Transport-moving native-country_Canada 0.00483 0.00483 -0.0215 0.0116
785 workclass_Self-emp-inc native-country_Vietnam -0.00483 0.00483 0.139 -0.0176
2750 occupation_Sales education-numGRP_3_[6,8] 0.00483 0.00483 0.0237 -0.0975
1681 marital-status_Widowed native-country_Ireland -0.00482 0.00482 -0.0644 -0.00206
3151 relationship_Own-child native-country_Outlying-US(Guam-USVI-etc) -0.00482 0.00482 -0.229 -0.0117
3519 race_Other native-country_England -0.00482 0.00482 -0.0318 0.0114
2729 occupation_Sales native-country_Peru 0.00481 0.00481 0.0237 -0.0127
4268 native-country_England ageGRP_2_[20,30] -0.00481 0.00481 0.0114 -0.213
5306 native-country_Vietnam hours-per-weekGRP_5_[60,INF) -0.0048 0.0048 -0.0176 0.0541
1663 marital-status_Widowed native-country_China -0.0048 0.0048 -0.0644 0.00291
3962 native-country_China ageGRP_5_[50,60] 0.0048 0.0048 0.00291 0.119
1185 marital-status_Married-AF-spouse marital-status_Separated -0.00479 0.00479 0.0121 -0.0744
961 workclass_State-gov native-country_Laos -0.00479 0.00479 0.0148 -0.00713
4937 native-country_Mexico native-country_Portugal -0.00479 0.00479 -0.0629 -0.0105
2255 occupation_Handlers-cleaners native-country_Haiti 0.00478 0.00478 -0.0873 -0.0129
2590 occupation_Prof-specialty native-country_United-States -0.00478 0.00478 0.186 0.0345
1164 marital-status_Divorced native-country_Yugoslavia -0.00478 0.00478 -0.127 0.00696
3891 native-country_Canada native-country_Philippines -0.00478 0.00478 0.0116 0.0123
461 workclass_Local-gov native-country_France 0.00477 0.00477 0.0331 0.0121
454 workclass_Local-gov native-country_China -0.00476 0.00476 0.0331 0.00291
980 workclass_State-gov ageGRP_3_[30,40] 0.00475 0.00475 0.0148 0.0568
1210 marital-status_Married-AF-spouse race_Black -0.00474 0.00474 0.0121 -0.0891
1965 occupation_Armed-Forces education-numGRP_3_[6,8] 0.00474 0.00474 -0.00504 -0.0975
5016 native-country_Outlying-US(Guam-USVI-etc) education-numGRP_3_[6,8] -0.00473 0.00473 -0.0117 -0.0975
1080 workclass_Without-pay education-numGRP_3_[6,8] -0.00473 0.00473 -0.0117 -0.0975
372 workclass_Federal-gov native-country_Ireland -0.00473 0.00473 0.0594 -0.00206
5097 native-country_Poland ageGRP_6_[60,INF) 0.00473 0.00473 -0.0041 -0.00294
3964 native-country_China education-numGRP_1_[1,4] 0.00472 0.00472 0.00291 -0.0835
1186 marital-status_Married-AF-spouse marital-status_Widowed -0.00472 0.00472 0.0121 -0.0644
3324 race_Amer-Indian-Eskimo native-country_China -0.00472 0.00472 -0.0287 0.00291
1151 marital-status_Divorced native-country_Outlying-US(Guam-USVI-etc) 0.0047 0.0047 -0.127 -0.0117
938 workclass_State-gov native-country_Canada -0.0047 0.0047 0.0148 0.0116
1957 occupation_Armed-Forces ageGRP_1_[0,20] -0.0047 0.0047 -0.00504 -0.159
4021 native-country_Columbia education-numGRP_4_[8,10] -0.0047 0.0047 -0.0206 -0.176
78 CapitalGainPositive native-country_Puerto-Rico -0.00469 0.00469 0.266 -0.0188
2191 occupation_Farming-fishing native-country_Philippines -0.00469 0.00469 -0.0519 0.0123
2694 occupation_Sales race_Asian-Pac-Islander -0.00469 0.00469 0.0237 0.0105
1740 occupation_? race_Asian-Pac-Islander 0.00468 0.00468 -0.0786 0.0105
763 workclass_Self-emp-inc native-country_Hungary 0.00468 0.00468 0.139 -0.00047
353 workclass_Federal-gov native-country_Canada -0.00468 0.00468 0.0594 0.0116
1690 marital-status_Widowed native-country_Philippines -0.00468 0.00468 -0.0644 0.0123
762 workclass_Self-emp-inc native-country_Hong -0.00467 0.00467 0.139 0.00343
1024 workclass_Without-pay race_Asian-Pac-Islander 0.00466 0.00466 -0.0117 0.0105
3252 relationship_Wife race_Other 0.00466 0.00466 0.123 -0.0318
360 workclass_Federal-gov native-country_England 0.00466 0.00466 0.0594 0.0114
3725 sex_Male native-country_South -0.00466 0.00466 0.216 -0.00474
3666 sex_Female native-country_South 0.00466 0.00466 -0.216 -0.00474
2794 occupation_Tech-support native-country_Ireland -0.00465 0.00465 0.0257 -0.00206
3391 race_Asian-Pac-Islander native-country_Dominican-Republic -0.00465 0.00465 0.0105 -0.023
2282 occupation_Handlers-cleaners native-country_Yugoslavia -0.00465 0.00465 -0.0873 0.00696
3343 race_Amer-Indian-Eskimo native-country_Italy -0.00465 0.00465 -0.0287 0.0113
2009 occupation_Craft-repair native-country_Germany -0.00464 0.00464 -0.0126 0.0122
5176 native-country_Scotland education-numGRP_4_[8,10] 0.00464 0.00464 0.00041 -0.176
5056 native-country_Philippines native-country_Puerto-Rico -0.00464 0.00464 0.0123 -0.0188
997 workclass_Without-pay marital-status_Married-civ-spouse 0.00464 0.00464 -0.0117 0.445
848 workclass_Self-emp-not-inc native-country_Ecuador -0.00463 0.00463 0.03 -0.00672
4949 native-country_Mexico ageGRP_3_[30,40] 0.00463 0.00463 -0.0629 0.0568
3857 native-country_Cambodia education-numGRP_5_[10,13] -0.00463 0.00463 0.00721 0.163
1653 marital-status_Widowed race_Amer-Indian-Eskimo 0.00462 0.00462 -0.0644 -0.0287
1991 occupation_Craft-repair race_Amer-Indian-Eskimo 0.00462 0.00462 -0.0126 -0.0287
1962 occupation_Armed-Forces ageGRP_6_[60,INF) -0.00462 0.00462 -0.00504 -0.00294
1692 marital-status_Widowed native-country_Portugal 0.00462 0.00462 -0.0644 -0.0105
2653 occupation_Protective-serv native-country_Nicaragua -0.00461 0.00461 0.0281 -0.0138
2916 relationship_Husband native-country_? 0.00461 0.00461 0.401 0.00304
3192 relationship_Unmarried native-country_Canada -0.0046 0.0046 -0.143 0.0116
4932 native-country_Mexico native-country_Nicaragua -0.00459 0.00459 -0.0629 -0.0138
176 CapitalLossPositive native-country_Outlying-US(Guam-USVI-etc) -0.00459 0.00459 0.139 -0.0117
2194 occupation_Farming-fishing native-country_Puerto-Rico 0.00459 0.00459 -0.0519 -0.0188
1448 marital-status_Married-spouse-absent education-numGRP_5_[10,13] -0.00459 0.00459 -0.0425 0.163
112 CapitalLossPositive workclass_Without-pay -0.00459 0.00459 0.139 -0.0117
354 workclass_Federal-gov native-country_China -0.00459 0.00459 0.0594 0.00291
1584 marital-status_Separated native-country_Germany 0.00458 0.00458 -0.0744 0.0122
142 CapitalLossPositive race_Asian-Pac-Islander 0.00458 0.00458 0.139 0.0105
2931 relationship_Husband native-country_Holand-Netherlands -0.00457 0.00457 0.401 -0.00312
651 workclass_Private native-country_China -0.00457 0.00457 -0.0785 0.00291
3327 race_Amer-Indian-Eskimo native-country_Dominican-Republic -0.00456 0.00456 -0.0287 -0.023
4671 native-country_Hungary education-numGRP_3_[6,8] -0.00456 0.00456 -0.00047 -0.0975
45 CapitalGainPositive native-country_? 0.00456 0.00456 0.266 0.00304
3265 relationship_Wife native-country_England 0.00455 0.00455 0.123 0.0114
3780 native-country_? native-country_Portugal -0.00455 0.00455 0.00304 -0.0105
2738 occupation_Sales native-country_Trinadad&Tobago -0.00455 0.00455 0.0237 -0.00766
3545 race_Other native-country_South -0.00455 0.00455 -0.0318 -0.00474
746 workclass_Self-emp-inc native-country_Cambodia -0.00455 0.00455 0.139 0.00721
1200 marital-status_Married-AF-spouse occupation_Tech-support -0.00455 0.00455 0.0121 0.0257
3863 native-country_Cambodia hours-per-weekGRP_5_[60,INF) -0.00454 0.00454 0.00721 0.0541
5269 native-country_Trinadad&Tobago hours-per-weekGRP_5_[60,INF) -0.00454 0.00454 -0.00766 0.0541
2436 occupation_Other-service native-country_Trinadad&Tobago 0.00454 0.00454 -0.156 -0.00766
3968 native-country_China education-numGRP_5_[10,13] 0.00454 0.00454 0.00291 0.163
2861 occupation_Transport-moving native-country_Honduras -0.00454 0.00454 -0.0215 -0.00766
977 workclass_State-gov native-country_Yugoslavia -0.00452 0.00452 0.0148 0.00696
2334 occupation_Machine-op-inspct native-country_Haiti 0.00451 0.00451 -0.0694 -0.0129
4315 native-country_France ageGRP_1_[0,20] -0.00451 0.00451 0.0121 -0.159
1551 marital-status_Separated occupation_Handlers-cleaners -0.00449 0.00449 -0.0744 -0.0873
5239 native-country_Thailand education-numGRP_1_[1,4] -0.00449 0.00449 -0.00408 -0.0835
1198 marital-status_Married-AF-spouse occupation_Protective-serv 0.00448 0.00448 0.0121 0.0281
4594 native-country_Honduras hours-per-weekGRP_1_[0,20] 0.00447 0.00447 -0.00766 -0.128
9 CapitalGainPositive workclass_Without-pay 0.00447 0.00447 0.266 -0.0117
1079 workclass_Without-pay education-numGRP_2_[4,6] -0.00447 0.00447 -0.0117 -0.0904
5094 native-country_Poland ageGRP_3_[30,40] -0.00447 0.00447 -0.0041 0.0568
4206 native-country_El-Salvador native-country_Philippines -0.00447 0.00447 -0.0208 0.0123
3361 race_Amer-Indian-Eskimo native-country_Vietnam -0.00446 0.00446 -0.0287 -0.0176
1313 marital-status_Married-civ-spouse native-country_Ecuador 0.00446 0.00446 0.445 -0.00672
923 workclass_State-gov relationship_Husband -0.00445 0.00445 0.0148 0.401
56 CapitalGainPositive native-country_Germany 0.00445 0.00445 0.266 0.0122
2813 occupation_Tech-support native-country_Vietnam 0.00444 0.00444 0.0257 -0.0176
770 workclass_Self-emp-inc native-country_Laos -0.00443 0.00443 0.139 -0.00713
3146 relationship_Own-child native-country_Jamaica -0.00443 0.00443 -0.229 -0.0137
343 workclass_Federal-gov relationship_Wife -0.00443 0.00443 0.0594 0.123
603 workclass_Never-worked education-numGRP_6_[13,16) -0.00442 0.00442 -0.00826 0.269
4931 native-country_Laos hours-per-weekGRP_5_[60,INF) -0.00442 0.00442 -0.00713 0.0541
3159 relationship_Own-child native-country_Taiwan 0.00442 0.00442 -0.229 0.014
373 workclass_Federal-gov native-country_Italy -0.00442 0.00442 0.0594 0.0113
4 CapitalGainPositive workclass_Never-worked -0.00442 0.00442 0.266 -0.00826
3443 race_Asian-Pac-Islander hours-per-weekGRP_5_[60,INF) 0.00441 0.00441 0.0105 0.0541
1677 marital-status_Widowed native-country_Hong -0.0044 0.0044 -0.0644 0.00343
3513 race_Other native-country_China -0.0044 0.0044 -0.0318 0.00291
4226 native-country_El-Salvador education-numGRP_3_[6,8] 0.00439 0.00439 -0.0208 -0.0975
321 workclass_Federal-gov marital-status_Separated -0.00439 0.00439 0.0594 -0.0744
481 workclass_Local-gov native-country_Philippines -0.00439 0.00439 0.0331 0.0123
3973 native-country_China hours-per-weekGRP_4_[50,60] -0.00439 0.00439 0.00291 0.131
4934 native-country_Mexico native-country_Peru -0.00438 0.00438 -0.0629 -0.0127
1666 marital-status_Widowed native-country_Dominican-Republic -0.00438 0.00438 -0.0644 -0.023
3128 relationship_Own-child native-country_Cuba -0.00438 0.00438 -0.229 0.00283
4553 native-country_Holand-Netherlands hours-per-weekGRP_2_[20,40] 0.00438 0.00438 -0.00312 -0.153
1843 occupation_Adm-clerical native-country_Greece -0.00437 0.00437 -0.09 0.00245
5068 native-country_Philippines ageGRP_4_[40,50] 0.00437 0.00437 0.0123 0.17
3775 native-country_? native-country_Nicaragua -0.00437 0.00437 0.00304 -0.0138
425 workclass_Local-gov occupation_Armed-Forces -0.00436 0.00436 0.0331 -0.00504
2879 occupation_Transport-moving native-country_Scotland -0.00436 0.00436 -0.0215 0.00041
3334 race_Amer-Indian-Eskimo native-country_Guatemala -0.00436 0.00436 -0.0287 -0.0201
1605 marital-status_Separated native-country_Portugal 0.00436 0.00436 -0.0744 -0.0105
1574 marital-status_Separated native-country_Cambodia -0.00436 0.00436 -0.0744 0.00721
2724 occupation_Sales native-country_Japan -0.00435 0.00435 0.0237 0.0149
3532 race_Other native-country_Italy -0.00434 0.00434 -0.0318 0.0113
3139 relationship_Own-child native-country_Honduras -0.00434 0.00434 -0.229 -0.00766
2865 occupation_Transport-moving native-country_Iran -0.00434 0.00434 -0.0215 0.0151
65 CapitalGainPositive native-country_Iran 0.00434 0.00434 0.266 0.0151
4690 native-country_India native-country_Philippines -0.00434 0.00434 0.0207 0.0123
3712 sex_Male native-country_Italy 0.00434 0.00434 0.216 0.0113
3653 sex_Female native-country_Italy -0.00434 0.00434 -0.216 0.0113
368 workclass_Federal-gov native-country_Hong -0.00432 0.00432 0.0594 0.00343
4589 native-country_Honduras education-numGRP_2_[4,6] -0.00431 0.00431 -0.00766 -0.0904
2637 occupation_Protective-serv native-country_Germany 0.00431 0.00431 0.0281 0.0122
850 workclass_Self-emp-not-inc native-country_England 0.00431 0.00431 0.03 0.0114
1127 marital-status_Divorced native-country_Columbia -0.00431 0.00431 -0.127 -0.0206
4753 native-country_Iran hours-per-weekGRP_2_[20,40] -0.00431 0.00431 0.0151 -0.153
3905 native-country_Canada ageGRP_3_[30,40] -0.00431 0.00431 0.0116 0.0568
4670 native-country_Hungary education-numGRP_2_[4,6] -0.00431 0.00431 -0.00047 -0.0904
3135 relationship_Own-child native-country_Greece -0.0043 0.0043 -0.229 0.00245
4076 native-country_Cuba education-numGRP_6_[13,16) 0.0043 0.0043 0.00283 0.269
613 workclass_Private marital-status_Divorced 0.0043 0.0043 -0.0785 -0.127
905 workclass_State-gov marital-status_Never-married -0.0043 0.0043 0.0148 -0.318
3345 race_Amer-Indian-Eskimo native-country_Japan -0.00429 0.00429 -0.0287 0.0149
1698 marital-status_Widowed native-country_Trinadad&Tobago -0.00429 0.00429 -0.0644 -0.00766
1661 marital-status_Widowed native-country_Cambodia -0.00429 0.00429 -0.0644 0.00721
2199 occupation_Farming-fishing native-country_Trinadad&Tobago -0.00429 0.00429 -0.0519 -0.00766
1088 workclass_Without-pay hours-per-weekGRP_5_[60,INF) 0.00427 0.00427 -0.0117 0.0541
970 workclass_State-gov native-country_Scotland 0.00427 0.00427 0.0148 0.00041
1669 marital-status_Widowed native-country_England 0.00427 0.00427 -0.0644 0.0114
3795 native-country_? ageGRP_6_[60,INF) -0.00427 0.00427 0.00304 -0.00294
512 workclass_Never-worked workclass_Self-emp-not-inc -0.00427 0.00427 -0.00826 0.03
2638 occupation_Protective-serv native-country_Greece -0.00426 0.00426 0.0281 0.00245
607 workclass_Never-worked hours-per-weekGRP_4_[50,60] -0.00426 0.00426 -0.00826 0.131
642 workclass_Private race_Asian-Pac-Islander -0.00426 0.00426 -0.0785 0.0105
1894 occupation_Armed-Forces occupation_Machine-op-inspct -0.00426 0.00426 -0.00504 -0.0694
182 CapitalLossPositive native-country_Scotland -0.00425 0.00425 0.139 0.00041
4392 native-country_Greece native-country_Mexico -0.00424 0.00424 0.00245 -0.0629
4121 native-country_Dominican-Republic ageGRP_5_[50,60] 0.00424 0.00424 -0.023 0.119
4299 native-country_France native-country_Mexico -0.00424 0.00424 0.0121 -0.0629
144 CapitalLossPositive race_Other -0.00424 0.00424 0.139 -0.0318
1598 marital-status_Separated native-country_Laos -0.00424 0.00424 -0.0744 -0.00713
1610 marital-status_Separated native-country_Thailand -0.00424 0.00424 -0.0744 -0.00408
4053 native-country_Cuba native-country_Philippines -0.00423 0.00423 0.00283 0.0123
5192 native-country_South ageGRP_3_[30,40] -0.00423 0.00423 -0.00474 0.0568
900 workclass_State-gov workclass_Without-pay -0.00423 0.00423 0.0148 -0.0117
1280 marital-status_Married-civ-spouse occupation_Armed-Forces -0.00422 0.00422 0.445 -0.00504
2276 occupation_Handlers-cleaners native-country_South -0.00422 0.00422 -0.0873 -0.00474
3352 race_Amer-Indian-Eskimo native-country_Poland -0.00422 0.00422 -0.0287 -0.0041
3347 race_Amer-Indian-Eskimo native-country_Mexico 0.00422 0.00422 -0.0287 -0.0629
5191 native-country_South ageGRP_2_[20,30] 0.00422 0.00422 -0.00474 -0.213
2725 occupation_Sales native-country_Laos -0.00421 0.00421 0.0237 -0.00713
389 workclass_Federal-gov native-country_Trinadad&Tobago -0.00421 0.00421 0.0594 -0.00766
929 workclass_State-gov race_Amer-Indian-Eskimo 0.0042 0.0042 0.0148 -0.0287
2010 occupation_Craft-repair native-country_Greece 0.00419 0.00419 -0.0126 0.00245
2259 occupation_Handlers-cleaners native-country_Hungary -0.00419 0.00419 -0.0873 -0.00047
1960 occupation_Armed-Forces ageGRP_4_[40,50] -0.00419 0.00419 -0.00504 0.17
3191 relationship_Unmarried native-country_Cambodia -0.00418 0.00418 -0.143 0.00721
5169 native-country_Scotland ageGRP_3_[30,40] -0.00418 0.00418 0.00041 0.0568
2099 occupation_Exec-managerial native-country_India -0.00418 0.00418 0.215 0.0207
2633 occupation_Protective-serv native-country_Ecuador -0.00418 0.00418 0.0281 -0.00672
4821 native-country_Italy education-numGRP_3_[6,8] 0.00418 0.00418 0.0113 -0.0975
1515 marital-status_Never-married native-country_Philippines -0.00418 0.00418 -0.318 0.0123
2198 occupation_Farming-fishing native-country_Thailand -0.00417 0.00417 -0.0519 -0.00408
2252 occupation_Handlers-cleaners native-country_Germany -0.00417 0.00417 -0.0873 0.0122
1685 marital-status_Widowed native-country_Laos -0.00417 0.00417 -0.0644 -0.00713
3777 native-country_? native-country_Peru -0.00417 0.00417 0.00304 -0.0127
2186 occupation_Farming-fishing native-country_Laos -0.00417 0.00417 -0.0519 -0.00713
2432 occupation_Other-service native-country_Scotland 0.00417 0.00417 -0.156 0.00041
3591 race_White native-country_Iran -0.00416 0.00416 0.0852 0.0151
3550 race_Other native-country_Vietnam -0.00416 0.00416 -0.0318 -0.0176
4152 native-country_Ecuador native-country_Mexico -0.00416 0.00416 -0.00672 -0.0629
2102 occupation_Exec-managerial native-country_Italy -0.00416 0.00416 0.215 0.0113
776 workclass_Self-emp-inc native-country_Poland -0.00416 0.00416 0.139 -0.0041
2672 occupation_Protective-serv ageGRP_5_[50,60] -0.00415 0.00415 0.0281 0.119
3080 relationship_Other-relative native-country_Laos -0.00415 0.00415 -0.0837 -0.00713
5174 native-country_Scotland education-numGRP_2_[4,6] -0.00414 0.00414 0.00041 -0.0904
2477 occupation_Priv-house-serv native-country_Canada -0.00414 0.00414 -0.0371 0.0116
2774 occupation_Tech-support native-country_Cambodia -0.00414 0.00414 0.0257 0.00721
5108 native-country_Poland hours-per-weekGRP_5_[60,INF) -0.00413 0.00413 -0.0041 0.0541
3856 native-country_Cambodia education-numGRP_4_[8,10] 0.00413 0.00413 0.00721 -0.176
5046 native-country_Peru education-numGRP_4_[8,10] 0.00412 0.00412 -0.0127 -0.176
4255 native-country_England native-country_Philippines -0.00412 0.00412 0.0114 0.0123
2202 occupation_Farming-fishing native-country_Yugoslavia 0.00412 0.00412 -0.0519 0.00696
388 workclass_Federal-gov native-country_Thailand -0.0041 0.0041 0.0594 -0.00408
2407 occupation_Other-service native-country_England -0.00409 0.00409 -0.156 0.0114
2918 relationship_Husband native-country_Canada 0.00409 0.00409 0.401 0.0116
4788 native-country_Ireland education-numGRP_6_[13,16) -0.00409 0.00409 -0.00206 0.269
3228 relationship_Unmarried native-country_Trinadad&Tobago 0.00409 0.00409 -0.143 -0.00766
2710 occupation_Sales native-country_France -0.00408 0.00408 0.0237 0.0121
597 workclass_Never-worked ageGRP_6_[60,INF) -0.00407 0.00407 -0.00826 -0.00294
195 CapitalLossPositive ageGRP_6_[60,INF) 0.00407 0.00407 0.139 -0.00294
1720 occupation_? occupation_Armed-Forces -0.00407 0.00407 -0.0786 -0.00504
3475 race_Black native-country_Nicaragua -0.00407 0.00407 -0.0891 -0.0138
1078 workclass_Without-pay education-numGRP_1_[1,4] 0.00407 0.00407 -0.0117 -0.0835
954 workclass_State-gov native-country_Hungary -0.00407 0.00407 0.0148 -0.00047
2619 occupation_Protective-serv race_Amer-Indian-Eskimo 0.00407 0.00407 0.0281 -0.0287
224 workclass_? occupation_Armed-Forces -0.00406 0.00406 -0.0782 -0.00504
2723 occupation_Sales native-country_Jamaica -0.00406 0.00406 0.0237 -0.0137
457 workclass_Local-gov native-country_Dominican-Republic -0.00405 0.00405 0.0331 -0.023
487 workclass_Local-gov native-country_Taiwan -0.00405 0.00405 0.0331 0.014
928 workclass_State-gov relationship_Wife 0.00403 0.00403 0.0148 0.123
480 workclass_Local-gov native-country_Peru -0.00403 0.00403 0.0331 -0.0127
2798 occupation_Tech-support native-country_Laos -0.00403 0.00403 0.0257 -0.00713
1267 marital-status_Married-AF-spouse education-numGRP_5_[10,13] 0.00403 0.00403 0.0121 0.163
3426 race_Asian-Pac-Islander native-country_Yugoslavia -0.00403 0.00403 0.0105 0.00696
3758 native-country_? native-country_France -0.00403 0.00403 0.00304 0.0121
4791 native-country_Ireland hours-per-weekGRP_3_[40,50] -0.00403 0.00403 -0.00206 0.172
2810 occupation_Tech-support native-country_Thailand -0.00403 0.00403 0.0257 -0.00408
3760 native-country_? native-country_Greece -0.00403 0.00403 0.00304 0.00245
2275 occupation_Handlers-cleaners native-country_Scotland -0.00402 0.00402 -0.0873 0.00041
1966 occupation_Armed-Forces education-numGRP_4_[8,10] 0.00402 0.00402 -0.00504 -0.176
5017 native-country_Outlying-US(Guam-USVI-etc) education-numGRP_4_[8,10] 0.00402 0.00402 -0.0117 -0.176
5104 native-country_Poland hours-per-weekGRP_1_[0,20] 0.00402 0.00402 -0.0041 -0.128
2508 occupation_Priv-house-serv native-country_Puerto-Rico -0.00402 0.00402 -0.0371 -0.0188
4925 native-country_Laos education-numGRP_5_[10,13] -0.00402 0.00402 -0.00713 0.163
1855 occupation_Adm-clerical native-country_Japan 0.00401 0.00401 -0.09 0.0149
3917 native-country_Canada hours-per-weekGRP_3_[40,50] -0.00401 0.00401 0.0116 0.172
676 workclass_Private native-country_Outlying-US(Guam-USVI-etc) 0.004 0.004 -0.0785 -0.0117
2565 occupation_Prof-specialty native-country_Haiti -0.004 0.004 0.186 -0.0129
1614 marital-status_Separated native-country_Yugoslavia -0.004 0.004 -0.0744 0.00696
1603 marital-status_Separated native-country_Philippines 0.004 0.004 -0.0744 0.0123
168 CapitalLossPositive native-country_Iran 0.00399 0.00399 0.139 0.0151
459 workclass_Local-gov native-country_El-Salvador -0.00399 0.00399 0.0331 -0.0208
465 workclass_Local-gov native-country_Haiti 0.00399 0.00399 0.0331 -0.0129
3564 race_Other hours-per-weekGRP_1_[0,20] -0.00398 0.00398 -0.0318 -0.128
2337 occupation_Machine-op-inspct native-country_Hong 0.00397 0.00397 -0.0694 0.00343
4716 native-country_India hours-per-weekGRP_3_[40,50] 0.00397 0.00397 0.0207 0.172
3872 native-country_Canada native-country_Germany -0.00397 0.00397 0.0116 0.0122
5014 native-country_Outlying-US(Guam-USVI-etc) education-numGRP_1_[1,4] -0.00396 0.00396 -0.0117 -0.0835
5280 native-country_United-States education-numGRP_3_[6,8] -0.00396 0.00396 0.0345 -0.0975
3755 native-country_? native-country_Ecuador -0.00396 0.00396 0.00304 -0.00672
3143 relationship_Own-child native-country_Iran -0.00395 0.00395 -0.229 0.0151
3541 race_Other native-country_Poland -0.00394 0.00394 -0.0318 -0.0041
50 CapitalGainPositive native-country_Cuba -0.00394 0.00394 0.266 0.00283
1701 marital-status_Widowed native-country_Yugoslavia -0.00393 0.00393 -0.0644 0.00696
4281 native-country_England hours-per-weekGRP_3_[40,50] 0.00392 0.00392 0.0114 0.172
2731 occupation_Sales native-country_Poland -0.00392 0.00392 0.0237 -0.0041
4836 native-country_Jamaica native-country_Philippines -0.00391 0.00391 -0.0137 0.0123
709 workclass_Self-emp-inc workclass_Without-pay -0.00391 0.00391 0.139 -0.0117
5293 native-country_Vietnam ageGRP_4_[40,50] -0.00391 0.00391 -0.0176 0.17
2910 relationship_Husband race_Asian-Pac-Islander -0.00391 0.00391 0.401 0.0105
3096 relationship_Other-relative native-country_Yugoslavia -0.00391 0.00391 -0.0837 0.00696
5322 native-country_Yugoslavia hours-per-weekGRP_4_[50,60] 0.00391 0.00391 0.00696 0.131
773 workclass_Self-emp-inc native-country_Outlying-US(Guam-USVI-etc) -0.00391 0.00391 0.139 -0.0117
2037 occupation_Craft-repair native-country_United-States 0.0039 0.0039 -0.0126 0.0345
3587 race_White native-country_Honduras 0.0039 0.0039 0.0852 -0.00766
5024 native-country_Outlying-US(Guam-USVI-etc) hours-per-weekGRP_5_[60,INF) -0.0039 0.0039 -0.0117 0.0541
2399 occupation_Other-service native-country_Cambodia -0.00389 0.00389 -0.156 0.00721
3357 race_Amer-Indian-Eskimo native-country_Taiwan -0.00389 0.00389 -0.0287 0.014
4709 native-country_India education-numGRP_2_[4,6] -0.00389 0.00389 0.0207 -0.0904
2012 occupation_Craft-repair native-country_Haiti -0.00388 0.00388 -0.0126 -0.0129
5058 native-country_Philippines native-country_South -0.00388 0.00388 0.0123 -0.00474
2467 occupation_Priv-house-serv relationship_Wife 0.00388 0.00388 -0.0371 0.123
2033 occupation_Craft-repair native-country_South -0.00387 0.00387 -0.0126 -0.00474
4706 native-country_India ageGRP_5_[50,60] 0.00387 0.00387 0.0207 0.119
959 workclass_State-gov native-country_Jamaica -0.00387 0.00387 0.0148 -0.0137
2169 occupation_Farming-fishing native-country_El-Salvador -0.00387 0.00387 -0.0519 -0.0208
2647 occupation_Protective-serv native-country_Ireland -0.00387 0.00387 0.0281 -0.00206
392 workclass_Federal-gov native-country_Yugoslavia -0.00386 0.00386 0.0594 0.00696
4270 native-country_England ageGRP_4_[40,50] 0.00385 0.00385 0.0114 0.17
1428 marital-status_Married-spouse-absent native-country_Portugal -0.00385 0.00385 -0.0425 -0.0105
4761 native-country_Ireland native-country_Mexico -0.00385 0.00385 -0.00206 -0.0629
2845 occupation_Transport-moving native-country_? -0.00385 0.00385 -0.0215 0.00304
4353 native-country_Germany native-country_Puerto-Rico -0.00385 0.00385 0.0122 -0.0188
3129 relationship_Own-child native-country_Dominican-Republic 0.00385 0.00385 -0.229 -0.023
3215 relationship_Unmarried native-country_Laos -0.00384 0.00384 -0.143 -0.00713
410 workclass_Local-gov workclass_Never-worked -0.00384 0.00384 0.0331 -0.00826
5225 native-country_Taiwan hours-per-weekGRP_2_[20,40] -0.00384 0.00384 0.014 -0.153
916 workclass_State-gov occupation_Other-service -0.00383 0.00383 0.0148 -0.156
3157 relationship_Own-child native-country_Scotland -0.00383 0.00383 -0.229 0.00041
3006 relationship_Not-in-family native-country_Iran -0.00382 0.00382 -0.189 0.0151
4417 native-country_Greece education-numGRP_4_[8,10] -0.00382 0.00382 0.00245 -0.176
4669 native-country_Hungary education-numGRP_1_[1,4] -0.00382 0.00382 -0.00047 -0.0835
2814 occupation_Tech-support native-country_Yugoslavia -0.0038 0.0038 0.0257 0.00696
1773 occupation_? native-country_Nicaragua -0.0038 0.0038 -0.0786 -0.0138
3224 relationship_Unmarried native-country_Scotland 0.0038 0.0038 -0.143 0.00041
3261 relationship_Wife native-country_Cuba 0.00379 0.00379 0.123 0.00283
952 workclass_State-gov native-country_Honduras 0.00379 0.00379 0.0148 -0.00766
1901 occupation_Armed-Forces occupation_Transport-moving -0.00378 0.00378 -0.00504 -0.0215
277 workclass_? native-country_Nicaragua -0.00378 0.00378 -0.0782 -0.0138
538 workclass_Never-worked relationship_Not-in-family -0.00377 0.00377 -0.00826 -0.189
1241 marital-status_Married-AF-spouse native-country_Mexico -0.00377 0.00377 0.0121 -0.0629
3413 race_Asian-Pac-Islander native-country_Outlying-US(Guam-USVI-etc) -0.00377 0.00377 0.0105 -0.0117
1269 marital-status_Married-AF-spouse hours-per-weekGRP_1_[0,20] 0.00377 0.00377 0.0121 -0.128
3946 native-country_China native-country_Philippines -0.00376 0.00376 0.00291 0.0123
2494 occupation_Priv-house-serv native-country_India -0.00376 0.00376 -0.0371 0.0207
4703 native-country_India ageGRP_2_[20,30] 0.00376 0.00376 0.0207 -0.213
529 workclass_Never-worked occupation_Machine-op-inspct -0.00375 0.00375 -0.00826 -0.0694
4679 native-country_Hungary hours-per-weekGRP_5_[60,INF) -0.00375 0.00375 -0.00047 0.0541
4598 native-country_Honduras hours-per-weekGRP_5_[60,INF) -0.00375 0.00375 -0.00766 0.0541
1000 workclass_Without-pay marital-status_Separated -0.00374 0.00374 -0.0117 -0.0744
1601 marital-status_Separated native-country_Outlying-US(Guam-USVI-etc) -0.00374 0.00374 -0.0744 -0.0117
1907 occupation_Armed-Forces relationship_Wife -0.00374 0.00374 -0.00504 0.123
80 CapitalGainPositive native-country_South -0.00373 0.00373 0.266 -0.00474
2948 relationship_Husband native-country_Portugal 0.00373 0.00373 0.401 -0.0105
3416 race_Asian-Pac-Islander native-country_Poland -0.00373 0.00373 0.0105 -0.0041
2765 occupation_Tech-support relationship_Wife 0.00372 0.00372 0.0257 0.123
3131 relationship_Own-child native-country_El-Salvador 0.00372 0.00372 -0.229 -0.0208
4801 native-country_Italy native-country_Philippines -0.00371 0.00371 0.0113 0.0123
4273 native-country_England education-numGRP_1_[1,4] -0.00371 0.00371 0.0114 -0.0835
4187 native-country_El-Salvador native-country_Germany -0.00371 0.00371 -0.0208 0.0122
2952 relationship_Husband native-country_Taiwan 0.0037 0.0037 0.401 0.014
3396 race_Asian-Pac-Islander native-country_Germany -0.0037 0.0037 0.0105 0.0122
1872 occupation_Adm-clerical native-country_Yugoslavia -0.00369 0.00369 -0.09 0.00696
1423 marital-status_Married-spouse-absent native-country_Nicaragua -0.00369 0.00369 -0.0425 -0.0138
4013 native-country_Columbia ageGRP_2_[20,30] 0.00368 0.00368 -0.0206 -0.213
2189 occupation_Farming-fishing native-country_Outlying-US(Guam-USVI-etc) -0.00368 0.00368 -0.0519 -0.0117
862 workclass_Self-emp-not-inc native-country_Ireland -0.00368 0.00368 0.03 -0.00206
3769 native-country_? native-country_Ireland -0.00367 0.00367 0.00304 -0.00206
5215 native-country_Taiwan ageGRP_4_[40,50] -0.00367 0.00367 0.014 0.17
5173 native-country_Scotland education-numGRP_1_[1,4] -0.00367 0.00367 0.00041 -0.0835
3276 relationship_Wife native-country_Iran 0.00367 0.00367 0.123 0.0151
777 workclass_Self-emp-inc native-country_Portugal 0.00367 0.00367 0.139 -0.0105
3083 relationship_Other-relative native-country_Outlying-US(Guam-USVI-etc) -0.00366 0.00366 -0.0837 -0.0117
2858 occupation_Transport-moving native-country_Guatemala -0.00366 0.00366 -0.0215 -0.0201
371 workclass_Federal-gov native-country_Iran 0.00366 0.00366 0.0594 0.0151
1019 workclass_Without-pay relationship_Other-relative -0.00366 0.00366 -0.0117 -0.0837
2185 occupation_Farming-fishing native-country_Japan -0.00366 0.00366 -0.0519 0.0149
453 workclass_Local-gov native-country_Canada -0.00366 0.00366 0.0331 0.0116
1684 marital-status_Widowed native-country_Japan -0.00365 0.00365 -0.0644 0.0149
1665 marital-status_Widowed native-country_Cuba 0.00365 0.00365 -0.0644 0.00283
1592 marital-status_Separated native-country_India -0.00365 0.00365 -0.0744 0.0207
663 workclass_Private native-country_Holand-Netherlands 0.00365 0.00365 -0.0785 -0.00312
3916 native-country_Canada hours-per-weekGRP_2_[20,40] -0.00365 0.00365 0.0116 -0.153
364 workclass_Federal-gov native-country_Guatemala -0.00364 0.00364 0.0594 -0.0201
2410 occupation_Other-service native-country_Greece 0.00364 0.00364 -0.156 0.00245
463 workclass_Local-gov native-country_Greece -0.00363 0.00363 0.0331 0.00245
3906 native-country_Canada ageGRP_4_[40,50] -0.00363 0.00363 0.0116 0.17
3401 race_Asian-Pac-Islander native-country_Honduras -0.00363 0.00363 0.0105 -0.00766
2981 relationship_Not-in-family race_Black 0.00363 0.00363 -0.189 -0.0891
4105 native-country_Dominican-Republic native-country_Philippines -0.00363 0.00363 -0.023 0.0123
3403 race_Asian-Pac-Islander native-country_Hungary -0.00363 0.00363 0.0105 -0.00047
376 workclass_Federal-gov native-country_Laos 0.00362 0.00362 0.0594 -0.00713
3894 native-country_Canada native-country_Puerto-Rico -0.00362 0.00362 0.0116 -0.0188
3351 race_Amer-Indian-Eskimo native-country_Philippines -0.00362 0.00362 -0.0287 0.0123
779 workclass_Self-emp-inc native-country_Scotland -0.00362 0.00362 0.139 0.00041
5183 native-country_Scotland hours-per-weekGRP_5_[60,INF) -0.00361 0.00361 0.00041 0.0541
282 workclass_? native-country_Portugal 0.00361 0.00361 -0.0782 -0.0105
4339 native-country_Germany native-country_India -0.00361 0.00361 0.0122 0.0207
379 workclass_Federal-gov native-country_Outlying-US(Guam-USVI-etc) -0.00361 0.00361 0.0594 -0.0117
3335 race_Amer-Indian-Eskimo native-country_Haiti -0.00361 0.00361 -0.0287 -0.0129
491 workclass_Local-gov native-country_Vietnam -0.00361 0.00361 0.0331 -0.0176
315 workclass_Federal-gov workclass_Without-pay -0.00361 0.00361 0.0594 -0.0117
5011 native-country_Outlying-US(Guam-USVI-etc) ageGRP_4_[40,50] 0.0036 0.0036 -0.0117 0.17
1591 marital-status_Separated native-country_Hungary -0.0036 0.0036 -0.0744 -0.00047
1912 occupation_Armed-Forces race_White -0.0036 0.0036 -0.00504 0.0852
1964 occupation_Armed-Forces education-numGRP_2_[4,6] -0.00359 0.00359 -0.00504 -0.0904
359 workclass_Federal-gov native-country_El-Salvador -0.00359 0.00359 0.0594 -0.0208
1215 marital-status_Married-AF-spouse native-country_? -0.00359 0.00359 0.0121 0.00304
4177 native-country_Ecuador education-numGRP_4_[8,10] 0.00358 0.00358 -0.00672 -0.176
4132 native-country_Dominican-Republic hours-per-weekGRP_4_[50,60] -0.00358 0.00358 -0.023 0.131
209 workclass_? workclass_Never-worked -0.00358 0.00358 -0.0782 -0.00826
3079 relationship_Other-relative native-country_Japan -0.00358 0.00358 -0.0837 0.0149
3214 relationship_Unmarried native-country_Japan -0.00358 0.00358 -0.143 0.0149
3341 race_Amer-Indian-Eskimo native-country_Iran -0.00357 0.00357 -0.0287 0.0151
1152 marital-status_Divorced native-country_Peru -0.00357 0.00357 -0.127 -0.0127
1644 marital-status_Widowed occupation_Sales -0.00357 0.00357 -0.0644 0.0237
1778 occupation_? native-country_Portugal 0.00357 0.00357 -0.0786 -0.0105
77 CapitalGainPositive native-country_Portugal -0.00357 0.00357 0.266 -0.0105
2423 occupation_Other-service native-country_Laos -0.00356 0.00356 -0.156 -0.00713
4781 native-country_Ireland ageGRP_5_[50,60] -0.00355 0.00355 -0.00206 0.119
2179 occupation_Farming-fishing native-country_Hungary -0.00355 0.00355 -0.0519 -0.00047
2177 occupation_Farming-fishing native-country_Honduras -0.00355 0.00355 -0.0519 -0.00766
2711 occupation_Sales native-country_Germany -0.00355 0.00355 0.0237 0.0122
1015 workclass_Without-pay occupation_Tech-support -0.00355 0.00355 -0.0117 0.0257
2801 occupation_Tech-support native-country_Outlying-US(Guam-USVI-etc) -0.00355 0.00355 0.0257 -0.0117
2314 occupation_Machine-op-inspct race_Asian-Pac-Islander -0.00355 0.00355 -0.0694 0.0105
3913 native-country_Canada education-numGRP_5_[10,13] 0.00355 0.00355 0.0116 0.163
3449 race_Black native-country_Cambodia -0.00355 0.00355 -0.0891 0.00721
5063 native-country_Philippines native-country_Vietnam -0.00355 0.00355 0.0123 -0.0176
1676 marital-status_Widowed native-country_Honduras -0.00354 0.00354 -0.0644 -0.00766
4745 native-country_Iran ageGRP_6_[60,INF) -0.00354 0.00354 0.0151 -0.00294
3044 relationship_Not-in-family hours-per-weekGRP_5_[60,INF) -0.00354 0.00354 -0.189 0.0541
4272 native-country_England ageGRP_6_[60,INF) 0.00353 0.00353 0.0114 -0.00294
3226 relationship_Unmarried native-country_Taiwan -0.00353 0.00353 -0.143 0.014
4607 native-country_Hong native-country_Mexico -0.00352 0.00352 0.00343 -0.0629
4034 native-country_Cuba native-country_Germany -0.00352 0.00352 0.00283 0.0122
2827 occupation_Tech-support hours-per-weekGRP_1_[0,20] -0.00352 0.00352 0.0257 -0.128
216 workclass_? marital-status_Married-AF-spouse 0.00352 0.00352 -0.0782 0.0121
1330 marital-status_Married-civ-spouse native-country_Japan 0.00351 0.00351 0.445 0.0149
2547 occupation_Prof-specialty race_Other -0.00351 0.00351 0.186 -0.0318
81 CapitalGainPositive native-country_Taiwan -0.00351 0.00351 0.266 0.014
3092 relationship_Other-relative native-country_Thailand 0.0035 0.0035 -0.0837 -0.00408
3665 sex_Female native-country_Scotland 0.0035 0.0035 -0.216 0.00041
4633 native-country_Hong education-numGRP_5_[10,13] 0.0035 0.0035 0.00343 0.163
3724 sex_Male native-country_Scotland -0.0035 0.0035 0.216 0.00041
3419 race_Asian-Pac-Islander native-country_Scotland -0.00349 0.00349 0.0105 0.00041
754 workclass_Self-emp-inc native-country_England -0.00349 0.00349 0.139 0.0114
3869 native-country_Canada native-country_El-Salvador -0.00349 0.00349 0.0116 -0.0208
1187 marital-status_Married-AF-spouse occupation_? 0.00349 0.00349 0.0121 -0.0786
85 CapitalGainPositive native-country_Vietnam 0.00348 0.00348 0.266 -0.0176
5126 native-country_Portugal education-numGRP_3_[6,8] -0.00348 0.00348 -0.0105 -0.0975
1893 occupation_Armed-Forces occupation_Handlers-cleaners -0.00348 0.00348 -0.00504 -0.0873
369 workclass_Federal-gov native-country_Hungary -0.00348 0.00348 0.0594 -0.00047
367 workclass_Federal-gov native-country_Honduras -0.00348 0.00348 0.0594 -0.00766
3153 relationship_Own-child native-country_Philippines 0.00347 0.00347 -0.229 0.0123
601 workclass_Never-worked education-numGRP_4_[8,10] -0.00347 0.00347 -0.00826 -0.176
1141 marital-status_Divorced native-country_Hungary -0.00347 0.00347 -0.127 -0.00047
4441 native-country_Guatemala native-country_Philippines -0.00347 0.00347 -0.0201 0.0123
4220 native-country_El-Salvador ageGRP_3_[30,40] -0.00346 0.00346 -0.0208 0.0568
2192 occupation_Farming-fishing native-country_Poland -0.00346 0.00346 -0.0519 -0.0041
3909 native-country_Canada education-numGRP_1_[1,4] -0.00346 0.00346 0.0116 -0.0835
2627 occupation_Protective-serv native-country_Cambodia -0.00345 0.00345 0.0281 0.00721
653 workclass_Private native-country_Cuba 0.00345 0.00345 -0.0785 0.00283
1076 workclass_Without-pay ageGRP_5_[50,60] -0.00345 0.00345 -0.0117 0.119
2664 occupation_Protective-serv native-country_Trinadad&Tobago -0.00345 0.00345 0.0281 -0.00766
5152 native-country_Puerto-Rico education-numGRP_4_[8,10] -0.00344 0.00344 -0.0188 -0.176
2943 relationship_Husband native-country_Nicaragua -0.00344 0.00344 0.401 -0.0138
786 workclass_Self-emp-inc native-country_Yugoslavia 0.00344 0.00344 0.139 0.00696
4943 native-country_Mexico native-country_Trinadad&Tobago -0.00343 0.00343 -0.0629 -0.00766
3831 native-country_Cambodia native-country_Mexico -0.00343 0.00343 0.00721 -0.0629
1450 marital-status_Married-spouse-absent hours-per-weekGRP_1_[0,20] -0.00342 0.00342 -0.0425 -0.128
4236 native-country_England native-country_Germany -0.00342 0.00342 0.0114 0.0122
2789 occupation_Tech-support native-country_Honduras -0.00342 0.00342 0.0257 -0.00766
458 workclass_Local-gov native-country_Ecuador -0.00342 0.00342 0.0331 -0.00672
4870 native-country_Japan native-country_Philippines -0.00342 0.00342 0.0149 0.0123
2002 occupation_Craft-repair native-country_Columbia 0.00342 0.00342 -0.0126 -0.0206
3481 race_Black native-country_Puerto-Rico -0.00342 0.00342 -0.0891 -0.0188
2195 occupation_Farming-fishing native-country_Scotland -0.00341 0.00341 -0.0519 0.00041
2101 occupation_Exec-managerial native-country_Ireland -0.00341 0.00341 0.215 -0.00206
131 CapitalLossPositive occupation_Protective-serv -0.00341 0.00341 0.139 0.0281
1694 marital-status_Widowed native-country_Scotland -0.00341 0.00341 -0.0644 0.00041
756 workclass_Self-emp-inc native-country_Germany 0.0034 0.0034 0.139 0.0122
1408 marital-status_Married-spouse-absent native-country_Greece -0.0034 0.0034 -0.0425 0.00245
2689 occupation_Sales relationship_Other-relative -0.0034 0.0034 0.0237 -0.0837
439 workclass_Local-gov relationship_Not-in-family -0.0034 0.0034 0.0331 -0.189
1005 workclass_Without-pay occupation_Craft-repair -0.0034 0.0034 -0.0117 -0.0126
4209 native-country_El-Salvador native-country_Puerto-Rico -0.00339 0.00339 -0.0208 -0.0188
910 workclass_State-gov occupation_Armed-Forces -0.00339 0.00339 0.0148 -0.00504
3880 native-country_Canada native-country_India -0.00339 0.00339 0.0116 0.0207
1679 marital-status_Widowed native-country_India -0.00339 0.00339 -0.0644 0.0207
1680 marital-status_Widowed native-country_Iran 0.00339 0.00339 -0.0644 0.0151
3089 relationship_Other-relative native-country_Scotland -0.00338 0.00338 -0.0837 0.00041
5199 native-country_South education-numGRP_4_[8,10] -0.00338 0.00338 -0.00474 -0.176
2366 occupation_Machine-op-inspct ageGRP_5_[50,60] -0.00338 0.00338 -0.0694 0.119
1128 marital-status_Divorced native-country_Cuba 0.00338 0.00338 -0.127 0.00283
2917 relationship_Husband native-country_Cambodia 0.00337 0.00337 0.401 0.00721
1416 marital-status_Married-spouse-absent native-country_Iran 0.00337 0.00337 -0.0425 0.0151
3524 race_Other native-country_Haiti -0.00337 0.00337 -0.0318 -0.0129
5054 native-country_Philippines native-country_Poland -0.00336 0.00336 0.0123 -0.0041
2510 occupation_Priv-house-serv native-country_South -0.00336 0.00336 -0.0371 -0.00474
5297 native-country_Vietnam education-numGRP_2_[4,6] 0.00336 0.00336 -0.0176 -0.0904
2332 occupation_Machine-op-inspct native-country_Greece -0.00336 0.00336 -0.0694 0.00245
385 workclass_Federal-gov native-country_Scotland -0.00335 0.00335 0.0594 0.00041
2573 occupation_Prof-specialty native-country_Italy 0.00335 0.00335 0.186 0.0113
2651 occupation_Protective-serv native-country_Laos -0.00335 0.00335 0.0281 -0.00713
2581 occupation_Prof-specialty native-country_Philippines 0.00335 0.00335 0.186 0.0123
3765 native-country_? native-country_Hong -0.00335 0.00335 0.00304 0.00343
964 workclass_State-gov native-country_Outlying-US(Guam-USVI-etc) 0.00335 0.00335 0.0148 -0.0117
4453 native-country_Guatemala ageGRP_1_[0,20] 0.00335 0.00335 -0.0201 -0.159
4899 native-country_Laos native-country_Mexico -0.00334 0.00334 -0.00713 -0.0629
2260 occupation_Handlers-cleaners native-country_India -0.00334 0.00334 -0.0873 0.0207
4942 native-country_Mexico native-country_Thailand -0.00334 0.00334 -0.0629 -0.00408
536 workclass_Never-worked occupation_Transport-moving -0.00333 0.00333 -0.00826 -0.0215
5233 native-country_Thailand ageGRP_1_[0,20] 0.00333 0.00333 -0.00408 -0.159
4000 native-country_Columbia native-country_Philippines -0.00333 0.00333 -0.0206 0.0123
4915 native-country_Laos ageGRP_1_[0,20] 0.00333 0.00333 -0.00713 -0.159
352 workclass_Federal-gov native-country_Cambodia 0.00331 0.00331 0.0594 0.00721
2151 occupation_Farming-fishing relationship_Own-child -0.00331 0.00331 -0.0519 -0.229
3353 race_Amer-Indian-Eskimo native-country_Portugal -0.00331 0.00331 -0.0287 -0.0105
4787 native-country_Ireland education-numGRP_5_[10,13] 0.00331 0.00331 -0.00206 0.163
4016 native-country_Columbia ageGRP_5_[50,60] 0.0033 0.0033 -0.0206 0.119
178 CapitalLossPositive native-country_Philippines 0.0033 0.0033 0.139 0.0123
3866 native-country_Canada native-country_Cuba -0.0033 0.0033 0.0116 0.00283
4693 native-country_India native-country_Puerto-Rico -0.00329 0.00329 0.0207 -0.0188
2807 occupation_Tech-support native-country_Scotland -0.00329 0.00329 0.0257 0.00041
1442 marital-status_Married-spouse-absent ageGRP_5_[50,60] 0.00329 0.00329 -0.0425 0.119
4026 native-country_Columbia hours-per-weekGRP_3_[40,50] -0.00329 0.00329 -0.0206 0.172
3197 relationship_Unmarried native-country_Ecuador -0.00328 0.00328 -0.143 -0.00672
5313 native-country_Yugoslavia education-numGRP_1_[1,4] 0.00328 0.00328 0.00696 -0.0835
1779 occupation_? native-country_Puerto-Rico -0.00327 0.00327 -0.0786 -0.0188
382 workclass_Federal-gov native-country_Poland -0.00326 0.00326 0.0594 -0.0041
2859 occupation_Transport-moving native-country_Haiti 0.00326 0.00326 -0.0215 -0.0129
2478 occupation_Priv-house-serv native-country_China -0.00326 0.00326 -0.0371 0.00291
3786 native-country_? native-country_Trinadad&Tobago -0.00326 0.00326 0.00304 -0.00766
3749 native-country_? native-country_Cambodia -0.00326 0.00326 0.00304 0.00721
4343 native-country_Germany native-country_Jamaica -0.00325 0.00325 0.0122 -0.0137
1775 occupation_? native-country_Peru -0.00325 0.00325 -0.0786 -0.0127
181 CapitalLossPositive native-country_Puerto-Rico -0.00325 0.00325 0.139 -0.0188
3325 race_Amer-Indian-Eskimo native-country_Columbia 0.00324 0.00324 -0.0287 -0.0206
1772 occupation_? native-country_Mexico -0.00324 0.00324 -0.0786 -0.0629
107 CapitalLossPositive workclass_Never-worked -0.00324 0.00324 0.139 -0.00826
3001 relationship_Not-in-family native-country_Holand-Netherlands -0.00324 0.00324 -0.189 -0.00312
4979 native-country_Nicaragua ageGRP_2_[20,30] 0.00324 0.00324 -0.0138 -0.213
4355 native-country_Germany native-country_South -0.00323 0.00323 0.0122 -0.00474
5308 native-country_Yugoslavia ageGRP_2_[20,30] -0.00323 0.00323 0.00696 -0.213
279 workclass_? native-country_Peru -0.00323 0.00323 -0.0782 -0.0127
2211 occupation_Farming-fishing education-numGRP_3_[6,8] 0.00322 0.00322 -0.0519 -0.0975
3870 native-country_Canada native-country_England -0.00322 0.00322 0.0116 0.0114
2082 occupation_Exec-managerial native-country_Canada -0.00322 0.00322 0.215 0.0116
283 workclass_? native-country_Puerto-Rico -0.00322 0.00322 -0.0782 -0.0188
4541 native-country_Holand-Netherlands ageGRP_2_[20,30] -0.00321 0.00321 -0.00312 -0.213
2497 occupation_Priv-house-serv native-country_Italy -0.00321 0.00321 -0.0371 0.0113
4056 native-country_Cuba native-country_Puerto-Rico -0.00321 0.00321 0.00283 -0.0188
3222 relationship_Unmarried native-country_Portugal 0.00321 0.00321 -0.143 -0.0105
4170 native-country_Ecuador ageGRP_3_[30,40] -0.00321 0.00321 -0.00672 0.0568
2790 occupation_Tech-support native-country_Hong 0.0032 0.0032 0.0257 0.00343
1674 marital-status_Widowed native-country_Haiti 0.0032 0.0032 -0.0644 -0.0129
1519 marital-status_Never-married native-country_Scotland -0.00319 0.00319 -0.318 0.00041
2408 occupation_Other-service native-country_France -0.00319 0.00319 -0.156 0.0121
3773 native-country_? native-country_Laos -0.00318 0.00318 0.00304 -0.00713
5100 native-country_Poland education-numGRP_3_[6,8] -0.00318 0.00318 -0.0041 -0.0975
1963 occupation_Armed-Forces education-numGRP_1_[1,4] -0.00318 0.00318 -0.00504 -0.0835
3785 native-country_? native-country_Thailand -0.00318 0.00318 0.00304 -0.00408
3093 relationship_Other-relative native-country_Trinadad&Tobago 0.00318 0.00318 -0.0837 -0.00766
4195 native-country_El-Salvador native-country_India -0.00317 0.00317 -0.0208 0.0207
1833 occupation_Adm-clerical native-country_Canada -0.00317 0.00317 -0.09 0.0116
3348 race_Amer-Indian-Eskimo native-country_Nicaragua -0.00317 0.00317 -0.0287 -0.0138
3554 race_Other ageGRP_3_[30,40] -0.00317 0.00317 -0.0318 0.0568
2667 occupation_Protective-serv native-country_Yugoslavia -0.00316 0.00316 0.0281 0.00696
1147 marital-status_Divorced native-country_Japan 0.00316 0.00316 -0.127 0.0149
464 workclass_Local-gov native-country_Guatemala -0.00315 0.00315 0.0331 -0.0201
885 workclass_Self-emp-not-inc ageGRP_3_[30,40] 0.00315 0.00315 0.03 0.0568
4782 native-country_Ireland ageGRP_6_[60,INF) -0.00315 0.00315 -0.00206 -0.00294
4946 native-country_Mexico native-country_Yugoslavia -0.00315 0.00315 -0.0629 0.00696
1619 marital-status_Separated ageGRP_5_[50,60] -0.00314 0.00314 -0.0744 0.119
4595 native-country_Honduras hours-per-weekGRP_2_[20,40] 0.00314 0.00314 -0.00766 -0.153
2818 occupation_Tech-support ageGRP_4_[40,50] 0.00314 0.00314 0.0257 0.17
719 workclass_Self-emp-inc occupation_Armed-Forces -0.00313 0.00313 0.139 -0.00504
3003 relationship_Not-in-family native-country_Hong -0.00313 0.00313 -0.189 0.00343
2989 relationship_Not-in-family native-country_China -0.00313 0.00313 -0.189 0.00291
276 workclass_? native-country_Mexico -0.00312 0.00312 -0.0782 -0.0629
3927 native-country_China native-country_Germany -0.00312 0.00312 0.00291 0.0122
1973 occupation_Armed-Forces hours-per-weekGRP_5_[60,INF) -0.00312 0.00312 -0.00504 0.0541
4258 native-country_England native-country_Puerto-Rico -0.00312 0.00312 0.0114 -0.0188
1333 marital-status_Married-civ-spouse native-country_Nicaragua -0.00312 0.00312 0.445 -0.0138
3267 relationship_Wife native-country_Germany 0.00311 0.00311 0.123 0.0122
2636 occupation_Protective-serv native-country_France 0.00311 0.00311 0.0281 0.0121
370 workclass_Federal-gov native-country_India -0.00311 0.00311 0.0594 0.0207
4550 native-country_Holand-Netherlands education-numGRP_5_[10,13] -0.00311 0.00311 -0.00312 0.163
881 workclass_Self-emp-not-inc native-country_Vietnam -0.0031 0.0031 0.03 -0.0176
2162 occupation_Farming-fishing native-country_Cambodia 0.0031 0.0031 -0.0519 0.00721
5059 native-country_Philippines native-country_Taiwan -0.0031 0.0031 0.0123 0.014
3667 sex_Female native-country_Taiwan -0.00309 0.00309 -0.216 0.014
4031 native-country_Cuba native-country_El-Salvador -0.00309 0.00309 0.00283 -0.0208
3542 race_Other native-country_Portugal -0.00309 0.00309 -0.0318 -0.0105
956 workclass_State-gov native-country_Iran -0.00309 0.00309 0.0148 0.0151
3726 sex_Male native-country_Taiwan 0.00309 0.00309 0.216 0.014
2515 occupation_Priv-house-serv native-country_Vietnam -0.00308 0.00308 -0.0371 -0.0176
1290 marital-status_Married-civ-spouse occupation_Sales -0.00308 0.00308 0.445 0.0237
4342 native-country_Germany native-country_Italy -0.00308 0.00308 0.0122 0.0113
1998 occupation_Craft-repair native-country_? -0.00307 0.00307 -0.0126 0.00304
528 workclass_Never-worked occupation_Handlers-cleaners -0.00307 0.00307 -0.00826 -0.0873
4318 native-country_France ageGRP_4_[40,50] -0.00306 0.00306 0.0121 0.17
3430 race_Asian-Pac-Islander ageGRP_4_[40,50] 0.00306 0.00306 0.0105 0.17
2951 relationship_Husband native-country_South -0.00305 0.00305 0.401 -0.00474
1522 marital-status_Never-married native-country_Thailand 0.00305 0.00305 -0.318 -0.00408
865 workclass_Self-emp-not-inc native-country_Japan 0.00305 0.00305 0.03 0.0149
3884 native-country_Canada native-country_Jamaica -0.00305 0.00305 0.0116 -0.0137
2852 occupation_Transport-moving native-country_Ecuador 0.00304 0.00304 -0.0215 -0.00672
3896 native-country_Canada native-country_South -0.00303 0.00303 0.0116 -0.00474
4947 native-country_Mexico ageGRP_1_[0,20] -0.00303 0.00303 -0.0629 -0.159
1008 workclass_Without-pay occupation_Handlers-cleaners 0.00303 0.00303 -0.0117 -0.0873
2269 occupation_Handlers-cleaners native-country_Outlying-US(Guam-USVI-etc) 0.00303 0.00303 -0.0873 -0.0117
474 workclass_Local-gov native-country_Jamaica -0.00303 0.00303 0.0331 -0.0137
3350 race_Amer-Indian-Eskimo native-country_Peru -0.00303 0.00303 -0.0287 -0.0127
1183 marital-status_Married-AF-spouse marital-status_Married-spouse-absent -0.00303 0.00303 0.0121 -0.0425
841 workclass_Self-emp-not-inc native-country_? -0.00302 0.00302 0.03 0.00304
1579 marital-status_Separated native-country_Dominican-Republic 0.00302 0.00302 -0.0744 -0.023
958 workclass_State-gov native-country_Italy -0.00302 0.00302 0.0148 0.0113
1909 occupation_Armed-Forces race_Asian-Pac-Islander -0.00302 0.00302 -0.00504 0.0105
873 workclass_Self-emp-not-inc native-country_Portugal -0.00302 0.00302 0.03 -0.0105
4086 native-country_Dominican-Republic native-country_Germany -0.00302 0.00302 -0.023 0.0122
5175 native-country_Scotland education-numGRP_3_[6,8] 0.00301 0.00301 0.00041 -0.0975
2567 occupation_Prof-specialty native-country_Honduras -0.00301 0.00301 0.186 -0.00766
2982 relationship_Not-in-family race_Other 0.00301 0.00301 -0.189 -0.0318
4185 native-country_El-Salvador native-country_England -0.00301 0.00301 -0.0208 0.0114
5044 native-country_Peru education-numGRP_2_[4,6] 0.00301 0.00301 -0.0127 -0.0904
4042 native-country_Cuba native-country_India -0.003 0.003 0.00283 0.0207
4182 native-country_Ecuador hours-per-weekGRP_3_[40,50] -0.003 0.003 -0.00672 0.172
2263 occupation_Handlers-cleaners native-country_Italy 0.003 0.003 -0.0873 0.0113
1547 marital-status_Separated occupation_Armed-Forces -0.003 0.003 -0.0744 -0.00504
4863 native-country_Jamaica hours-per-weekGRP_4_[50,60] -0.003 0.003 -0.0137 0.131
1129 marital-status_Divorced native-country_Dominican-Republic -0.003 0.003 -0.127 -0.023
2849 occupation_Transport-moving native-country_Columbia -0.00299 0.00299 -0.0215 -0.0206
2853 occupation_Transport-moving native-country_El-Salvador -0.00299 0.00299 -0.0215 -0.0208
513 workclass_Never-worked workclass_State-gov -0.00299 0.00299 -0.00826 0.0148
4586 native-country_Honduras ageGRP_5_[50,60] -0.00299 0.00299 -0.00766 0.119
4981 native-country_Nicaragua ageGRP_4_[40,50] -0.00299 0.00299 -0.0138 0.17
3961 native-country_China ageGRP_4_[40,50] 0.00299 0.00299 0.00291 0.17
3789 native-country_? native-country_Yugoslavia -0.00299 0.00299 0.00304 0.00696
2166 occupation_Farming-fishing native-country_Cuba -0.00298 0.00298 -0.0519 0.00283
4176 native-country_Ecuador education-numGRP_3_[6,8] 0.00298 0.00298 -0.00672 -0.0975
172 CapitalLossPositive native-country_Japan -0.00298 0.00298 0.139 0.0149
605 workclass_Never-worked hours-per-weekGRP_2_[20,40] 0.00297 0.00297 -0.00826 -0.153
2673 occupation_Protective-serv ageGRP_6_[60,INF) -0.00297 0.00297 0.0281 -0.00294
4839 native-country_Jamaica native-country_Puerto-Rico -0.00296 0.00296 -0.0137 -0.0188
2499 occupation_Priv-house-serv native-country_Japan -0.00296 0.00296 -0.0371 0.0149
2654 occupation_Protective-serv native-country_Outlying-US(Guam-USVI-etc) -0.00296 0.00296 0.0281 -0.0117
1013 workclass_Without-pay occupation_Protective-serv -0.00296 0.00296 -0.0117 0.0281
4360 native-country_Germany native-country_Vietnam -0.00295 0.00295 0.0122 -0.0176
1892 occupation_Armed-Forces occupation_Farming-fishing -0.00295 0.00295 -0.00504 -0.0519
1634 marital-status_Widowed occupation_Armed-Forces -0.00295 0.00295 -0.0644 -0.00504
2014 occupation_Craft-repair native-country_Honduras -0.00295 0.00295 -0.0126 -0.00766
4666 native-country_Hungary ageGRP_4_[40,50] -0.00295 0.00295 -0.00047 0.17
4499 native-country_Haiti ageGRP_3_[30,40] -0.00294 0.00294 -0.0129 0.0568
1587 marital-status_Separated native-country_Haiti 0.00294 0.00294 -0.0744 -0.0129
5136 native-country_Puerto-Rico native-country_South -0.00294 0.00294 -0.0188 -0.00474
1056 workclass_Without-pay native-country_Mexico -0.00294 0.00294 -0.0117 -0.0629
4933 native-country_Mexico native-country_Outlying-US(Guam-USVI-etc) -0.00294 0.00294 -0.0629 -0.0117
843 workclass_Self-emp-not-inc native-country_Canada 0.00293 0.00293 0.03 0.0116
3864 native-country_Canada native-country_China -0.00293 0.00293 0.0116 0.00291
1611 marital-status_Separated native-country_Trinadad&Tobago 0.00293 0.00293 -0.0744 -0.00766
3331 race_Amer-Indian-Eskimo native-country_France -0.00293 0.00293 -0.0287 0.0121
3333 race_Amer-Indian-Eskimo native-country_Greece -0.00293 0.00293 -0.0287 0.00245
4244 native-country_England native-country_India -0.00292 0.00292 0.0114 0.0207
645 workclass_Private race_White 0.00292 0.00292 -0.0785 0.0852
4363 native-country_Germany ageGRP_2_[20,30] 0.00291 0.00291 0.0122 -0.213
2921 relationship_Husband native-country_Cuba 0.00291 0.00291 0.401 0.00283
1262 marital-status_Married-AF-spouse ageGRP_6_[60,INF) -0.0029 0.0029 0.0121 -0.00294
3268 relationship_Wife native-country_Greece 0.0029 0.0029 0.123 0.00245
3199 relationship_Unmarried native-country_England -0.0029 0.0029 -0.143 0.0114
3883 native-country_Canada native-country_Italy -0.0029 0.0029 0.0116 0.0113
4543 native-country_Holand-Netherlands ageGRP_4_[40,50] -0.0029 0.0029 -0.00312 0.17
4077 native-country_Cuba hours-per-weekGRP_1_[0,20] 0.0029 0.0029 0.00283 -0.128
2096 occupation_Exec-managerial native-country_Honduras -0.0029 0.0029 0.215 -0.00766
3160 relationship_Own-child native-country_Thailand -0.00289 0.00289 -0.229 -0.00408
2023 occupation_Craft-repair native-country_Laos 0.00289 0.00289 -0.0126 -0.00713
3148 relationship_Own-child native-country_Laos -0.00289 0.00289 -0.229 -0.00713
3328 race_Amer-Indian-Eskimo native-country_Ecuador -0.00288 0.00288 -0.0287 -0.00672
4333 native-country_Germany native-country_Guatemala -0.00288 0.00288 0.0122 -0.0201
4485 native-country_Haiti native-country_Philippines -0.00288 0.00288 -0.0129 0.0123
164 CapitalLossPositive native-country_Honduras 0.00287 0.00287 0.139 -0.00766
166 CapitalLossPositive native-country_Hungary 0.00287 0.00287 0.139 -0.00047
4989 native-country_Nicaragua education-numGRP_6_[13,16) -0.00286 0.00286 -0.0138 0.269
72 CapitalGainPositive native-country_Nicaragua -0.00286 0.00286 0.266 -0.0138
1900 occupation_Armed-Forces occupation_Tech-support -0.00285 0.00285 -0.00504 0.0257
3949 native-country_China native-country_Puerto-Rico -0.00285 0.00285 0.00291 -0.0188
4032 native-country_Cuba native-country_England -0.00285 0.00285 0.00283 0.0114
2644 occupation_Protective-serv native-country_Hungary -0.00285 0.00285 0.0281 -0.00047
4199 native-country_El-Salvador native-country_Jamaica -0.00285 0.00285 -0.0208 -0.0137
4211 native-country_El-Salvador native-country_South -0.00284 0.00284 -0.0208 -0.00474
4647 native-country_Hungary native-country_Mexico -0.00284 0.00284 -0.00047 -0.0629
4566 native-country_Honduras native-country_Mexico -0.00284 0.00284 -0.00766 -0.0629
4728 native-country_Iran native-country_Philippines -0.00284 0.00284 0.0151 0.0123
4344 native-country_Germany native-country_Japan -0.00284 0.00284 0.0122 0.0149
1413 marital-status_Married-spouse-absent native-country_Hong -0.00283 0.00283 -0.0425 0.00343
903 workclass_State-gov marital-status_Married-civ-spouse -0.00283 0.00283 0.0148 0.445
3867 native-country_Canada native-country_Dominican-Republic -0.00283 0.00283 0.0116 -0.023
2246 occupation_Handlers-cleaners native-country_Cuba -0.00283 0.00283 -0.0873 0.00283
3598 race_White native-country_Nicaragua -0.00282 0.00282 0.0852 -0.0138
5038 native-country_Peru ageGRP_2_[20,30] 0.00282 0.00282 -0.0127 -0.213
4804 native-country_Italy native-country_Puerto-Rico -0.00281 0.00281 0.0113 -0.0188
2178 occupation_Farming-fishing native-country_Hong 0.00281 0.00281 -0.0519 0.00343
1315 marital-status_Married-civ-spouse native-country_England -0.00281 0.00281 0.445 0.0114
2747 occupation_Sales ageGRP_6_[60,INF) -0.0028 0.0028 0.0237 -0.00294
438 workclass_Local-gov relationship_Husband 0.0028 0.0028 0.0331 0.401
1030 workclass_Without-pay native-country_? -0.0028 0.0028 -0.0117 0.00304
3776 native-country_? native-country_Outlying-US(Guam-USVI-etc) -0.0028 0.0028 0.00304 -0.0117
4271 native-country_England ageGRP_5_[50,60] 0.0028 0.0028 0.0114 0.119
1143 marital-status_Divorced native-country_Iran 0.00279 0.00279 -0.127 0.0151
4351 native-country_Germany native-country_Poland -0.00279 0.00279 0.0122 -0.0041
2588 occupation_Prof-specialty native-country_Thailand 0.00279 0.00279 0.186 -0.00408
5193 native-country_South ageGRP_4_[40,50] 0.00279 0.00279 -0.00474 0.17
1582 marital-status_Separated native-country_England -0.00279 0.00279 -0.0744 0.0114
3439 race_Asian-Pac-Islander hours-per-weekGRP_1_[0,20] 0.00279 0.00279 0.0105 -0.128
3972 native-country_China hours-per-weekGRP_3_[40,50] -0.00278 0.00278 0.00291 0.172
2074 occupation_Exec-managerial race_Asian-Pac-Islander 0.00278 0.00278 0.215 0.0105
2868 occupation_Transport-moving native-country_Jamaica -0.00278 0.00278 -0.0215 -0.0137
1499 marital-status_Never-married native-country_Haiti 0.00278 0.00278 -0.318 -0.0129
3981 native-country_Columbia native-country_Germany -0.00277 0.00277 -0.0206 0.0122
4683 native-country_India native-country_Jamaica -0.00277 0.00277 0.0207 -0.0137
3640 sex_Female native-country_England 0.00277 0.00277 -0.216 0.0114
3901 native-country_Canada native-country_Vietnam -0.00277 0.00277 0.0116 -0.0176
1755 occupation_? native-country_England -0.00277 0.00277 -0.0786 0.0114
3699 sex_Male native-country_England -0.00277 0.00277 0.216 0.0114
1316 marital-status_Married-civ-spouse native-country_France -0.00276 0.00276 0.445 0.0121
1752 occupation_? native-country_Dominican-Republic -0.00276 0.00276 -0.0786 -0.023
1434 marital-status_Married-spouse-absent native-country_Trinadad&Tobago -0.00276 0.00276 -0.0425 -0.00766
402 workclass_Federal-gov education-numGRP_4_[8,10] -0.00276 0.00276 0.0594 -0.176
511 workclass_Never-worked workclass_Self-emp-inc -0.00276 0.00276 -0.00826 0.139
2281 occupation_Handlers-cleaners native-country_Vietnam -0.00276 0.00276 -0.0873 -0.0176
4108 native-country_Dominican-Republic native-country_Puerto-Rico -0.00275 0.00275 -0.023 -0.0188
4695 native-country_India native-country_South -0.00275 0.00275 0.0207 -0.00474
608 workclass_Never-worked hours-per-weekGRP_5_[60,INF) -0.00275 0.00275 -0.00826 0.0541
3924 native-country_China native-country_El-Salvador -0.00275 0.00275 0.00291 -0.0208
1715 marital-status_Widowed hours-per-weekGRP_2_[20,40] 0.00275 0.00275 -0.0644 -0.153
3522 race_Other native-country_Greece -0.00274 0.00274 -0.0318 0.00245
2993 relationship_Not-in-family native-country_Ecuador -0.00274 0.00274 -0.189 -0.00672
1341 marital-status_Married-civ-spouse native-country_South 0.00274 0.00274 0.445 -0.00474
3520 race_Other native-country_France -0.00274 0.00274 -0.0318 0.0121
672 workclass_Private native-country_Japan 0.00274 0.00274 -0.0785 0.0149
259 workclass_? native-country_England -0.00273 0.00273 -0.0782 0.0114
4939 native-country_Mexico native-country_Scotland -0.00273 0.00273 -0.0629 0.00041
5015 native-country_Outlying-US(Guam-USVI-etc) education-numGRP_2_[4,6] 0.00272 0.00272 -0.0117 -0.0904
2091 occupation_Exec-managerial native-country_Germany 0.00272 0.00272 0.215 0.0122
4710 native-country_India education-numGRP_3_[6,8] 0.00272 0.00272 0.0207 -0.0975
658 workclass_Private native-country_France -0.00272 0.00272 -0.0785 0.0121
5198 native-country_South education-numGRP_3_[6,8] -0.00272 0.00272 -0.00474 -0.0975
5102 native-country_Poland education-numGRP_5_[10,13] 0.00272 0.00272 -0.0041 0.163
256 workclass_? native-country_Dominican-Republic -0.00272 0.00272 -0.0782 -0.023
2649 occupation_Protective-serv native-country_Jamaica -0.00271 0.00271 0.0281 -0.0137
3874 native-country_Canada native-country_Guatemala -0.00271 0.00271 0.0116 -0.0201
4198 native-country_El-Salvador native-country_Italy -0.00271 0.00271 -0.0208 0.0113
2659 occupation_Protective-serv native-country_Puerto-Rico 0.00271 0.00271 0.0281 -0.0188
2940 relationship_Husband native-country_Japan 0.0027 0.0027 0.401 0.0149
3764 native-country_? native-country_Honduras -0.0027 0.0027 0.00304 -0.00766
356 workclass_Federal-gov native-country_Cuba -0.0027 0.0027 0.0594 0.00283
3766 native-country_? native-country_Hungary -0.0027 0.0027 0.00304 -0.00047
4046 native-country_Cuba native-country_Jamaica -0.0027 0.0027 0.00283 -0.0137
2511 occupation_Priv-house-serv native-country_Taiwan -0.00269 0.00269 -0.0371 0.014
5141 native-country_Puerto-Rico native-country_Vietnam -0.00269 0.00269 -0.0188 -0.0176
2006 occupation_Craft-repair native-country_El-Salvador 0.00269 0.00269 -0.0126 -0.0208
3274 relationship_Wife native-country_Hungary 0.00269 0.00269 0.123 -0.00047
362 workclass_Federal-gov native-country_Germany 0.00269 0.00269 0.0594 0.0122
3240 relationship_Unmarried education-numGRP_3_[6,8] 0.00268 0.00268 -0.143 -0.0975
4058 native-country_Cuba native-country_South -0.00268 0.00268 0.00283 -0.00474
2656 occupation_Protective-serv native-country_Philippines -0.00268 0.00268 0.0281 0.0123
5264 native-country_Trinadad&Tobago education-numGRP_6_[13,16) -0.00268 0.00268 -0.00766 0.269
3342 race_Amer-Indian-Eskimo native-country_Ireland -0.00267 0.00267 -0.0287 -0.00206
3885 native-country_Canada native-country_Japan -0.00267 0.00267 0.0116 0.0149
2728 occupation_Sales native-country_Outlying-US(Guam-USVI-etc) -0.00267 0.00267 0.0237 -0.0117
3935 native-country_China native-country_India -0.00267 0.00267 0.00291 0.0207
495 workclass_Local-gov ageGRP_3_[30,40] -0.00266 0.00266 0.0331 0.0568
544 workclass_Never-worked race_Asian-Pac-Islander -0.00266 0.00266 -0.00826 0.0105
4083 native-country_Dominican-Republic native-country_El-Salvador -0.00265 0.00265 -0.023 -0.0208
3158 relationship_Own-child native-country_South 0.00265 0.00265 -0.229 -0.00474
1753 occupation_? native-country_Ecuador -0.00265 0.00265 -0.0786 -0.00672
2716 occupation_Sales native-country_Honduras 0.00264 0.00264 0.0237 -0.00766
4712 native-country_India education-numGRP_5_[10,13] 0.00264 0.00264 0.0207 0.163
1835 occupation_Adm-clerical native-country_Columbia 0.00264 0.00264 -0.09 -0.0206
520 workclass_Never-worked marital-status_Separated -0.00264 0.00264 -0.00826 -0.0744
5055 native-country_Philippines native-country_Portugal -0.00264 0.00264 0.0123 -0.0105
4583 native-country_Honduras ageGRP_2_[20,30] 0.00263 0.00263 -0.00766 -0.213
257 workclass_? native-country_Ecuador -0.00263 0.00263 -0.0782 -0.00672
1590 marital-status_Separated native-country_Hong 0.00263 0.00263 -0.0744 0.00343
4664 native-country_Hungary ageGRP_2_[20,30] 0.00263 0.00263 -0.00047 -0.213
471 workclass_Local-gov native-country_Iran -0.00263 0.00263 0.0331 0.0151
4444 native-country_Guatemala native-country_Puerto-Rico -0.00263 0.00263 -0.0201 -0.0188
4248 native-country_England native-country_Jamaica -0.00263 0.00263 0.0114 -0.0137
4682 native-country_India native-country_Italy -0.00263 0.00263 0.0207 0.0113
261 workclass_? native-country_Germany 0.00262 0.00262 -0.0782 0.0122
2271 occupation_Handlers-cleaners native-country_Philippines -0.00262 0.00262 -0.0873 0.0123
4554 native-country_Holand-Netherlands hours-per-weekGRP_3_[40,50] -0.00262 0.00262 -0.00312 0.172
2486 occupation_Priv-house-serv native-country_Germany 0.00262 0.00262 -0.0371 0.0122
3892 native-country_Canada native-country_Poland -0.00262 0.00262 0.0116 -0.0041
4260 native-country_England native-country_South -0.00261 0.00261 0.0114 -0.00474
1208 marital-status_Married-AF-spouse race_Amer-Indian-Eskimo -0.00261 0.00261 0.0121 -0.0287
2946 relationship_Husband native-country_Philippines -0.0026 0.0026 0.401 0.0123
527 workclass_Never-worked occupation_Farming-fishing -0.0026 0.0026 -0.00826 -0.0519
521 workclass_Never-worked marital-status_Widowed -0.0026 0.0026 -0.00826 -0.0644
76 CapitalGainPositive native-country_Poland 0.0026 0.0026 0.266 -0.0041
4216 native-country_El-Salvador native-country_Vietnam -0.0026 0.0026 -0.0208 -0.0176
614 workclass_Private marital-status_Married-AF-spouse -0.0026 0.0026 -0.0785 0.0121
3865 native-country_Canada native-country_Columbia -0.0026 0.0026 0.0116 -0.0206
3921 native-country_China native-country_Cuba -0.0026 0.0026 0.00291 0.00283
4873 native-country_Japan native-country_Puerto-Rico -0.00259 0.00259 0.0149 -0.0188
3378 race_Amer-Indian-Eskimo hours-per-weekGRP_4_[50,60] -0.00259 0.00259 -0.0287 0.131
3782 native-country_? native-country_Scotland -0.00259 0.00259 0.00304 0.00041
3279 relationship_Wife native-country_Jamaica -0.00259 0.00259 0.123 -0.0137
4094 native-country_Dominican-Republic native-country_India -0.00258 0.00258 -0.023 0.0207
539 workclass_Never-worked relationship_Other-relative -0.00258 0.00258 -0.00826 -0.0837
2863 occupation_Transport-moving native-country_Hungary 0.00258 0.00258 -0.0215 -0.00047
4356 native-country_Germany native-country_Taiwan -0.00257 0.00257 0.0122 0.014
1757 occupation_? native-country_Germany 0.00256 0.00256 -0.0786 0.0122
310 workclass_Federal-gov workclass_Never-worked -0.00256 0.00256 0.0594 -0.00826
4045 native-country_Cuba native-country_Italy -0.00256 0.00256 0.00283 0.0113
5083 native-country_Poland native-country_Puerto-Rico -0.00255 0.00255 -0.0041 -0.0188
5204 native-country_South hours-per-weekGRP_3_[40,50] -0.00255 0.00255 -0.00474 0.172
4189 native-country_El-Salvador native-country_Guatemala -0.00254 0.00254 -0.0208 -0.0201
4171 native-country_Ecuador ageGRP_4_[40,50] 0.00254 0.00254 -0.00672 0.17
123 CapitalLossPositive occupation_Craft-repair 0.00254 0.00254 0.139 -0.0126
4754 native-country_Iran hours-per-weekGRP_3_[40,50] 0.00254 0.00254 0.0151 0.172
52 CapitalGainPositive native-country_Ecuador 0.00253 0.00253 0.266 -0.00672
1437 marital-status_Married-spouse-absent native-country_Yugoslavia -0.00253 0.00253 -0.0425 0.00696
4966 native-country_Nicaragua native-country_Philippines -0.00253 0.00253 -0.0138 0.0123
3925 native-country_China native-country_England -0.00253 0.00253 0.00291 0.0114
4003 native-country_Columbia native-country_Puerto-Rico -0.00253 0.00253 -0.0206 -0.0188
5309 native-country_Yugoslavia ageGRP_3_[30,40] 0.00252 0.00252 0.00696 0.0568
4700 native-country_India native-country_Vietnam -0.00252 0.00252 0.0207 -0.0176
4029 native-country_Cuba native-country_Dominican-Republic -0.00251 0.00251 0.00283 -0.023
3220 relationship_Unmarried native-country_Philippines -0.00251 0.00251 -0.143 0.0123
4677 native-country_Hungary hours-per-weekGRP_3_[40,50] 0.00251 0.00251 -0.00047 0.172
535 workclass_Never-worked occupation_Tech-support -0.00251 0.00251 -0.00826 0.0257
4247 native-country_England native-country_Italy -0.0025 0.0025 0.0114 0.0113
1021 workclass_Without-pay relationship_Unmarried 0.0025 0.0025 -0.0117 -0.143
4200 native-country_El-Salvador native-country_Japan -0.0025 0.0025 -0.0208 0.0149
482 workclass_Local-gov native-country_Poland -0.0025 0.0025 0.0331 -0.0041
272 workclass_? native-country_Italy 0.00249 0.00249 -0.0782 0.0113
4756 native-country_Iran hours-per-weekGRP_5_[60,INF) 0.00249 0.00249 0.0151 0.0541
1656 marital-status_Widowed race_Other -0.00249 0.00249 -0.0644 -0.0318
3531 race_Other native-country_Ireland -0.00249 0.00249 -0.0318 -0.00206
395 workclass_Federal-gov ageGRP_3_[30,40] 0.00249 0.00249 0.0594 0.0568
30 CapitalGainPositive occupation_Tech-support 0.00248 0.00248 0.266 0.0257
4841 native-country_Jamaica native-country_South -0.00248 0.00248 -0.0137 -0.00474
2987 relationship_Not-in-family native-country_Cambodia -0.00247 0.00247 -0.189 0.00721
2495 occupation_Priv-house-serv native-country_Iran -0.00247 0.00247 -0.0371 0.0151
2942 relationship_Husband native-country_Mexico 0.00246 0.00246 0.401 -0.0629
4430 native-country_Guatemala native-country_India -0.00246 0.00246 -0.0201 0.0207
3433 race_Asian-Pac-Islander education-numGRP_1_[1,4] -0.00246 0.00246 0.0105 -0.0835
4063 native-country_Cuba native-country_Vietnam -0.00246 0.00246 0.00283 -0.0176
4207 native-country_El-Salvador native-country_Poland -0.00246 0.00246 -0.0208 -0.0041
2947 relationship_Husband native-country_Poland 0.00246 0.00246 0.401 -0.0041
765 workclass_Self-emp-inc native-country_Iran 0.00245 0.00245 0.139 0.0151
4850 native-country_Jamaica ageGRP_3_[30,40] 0.00244 0.00244 -0.0137 0.0568
1211 marital-status_Married-AF-spouse race_Other -0.00244 0.00244 0.0121 -0.0318
3091 relationship_Other-relative native-country_Taiwan -0.00244 0.00244 -0.0837 0.014
4084 native-country_Dominican-Republic native-country_England -0.00244 0.00244 -0.023 0.0114
783 workclass_Self-emp-inc native-country_Trinadad&Tobago 0.00244 0.00244 0.139 -0.00766
1768 occupation_? native-country_Italy 0.00244 0.00244 -0.0786 0.0113
2712 occupation_Sales native-country_Greece 0.00244 0.00244 0.0237 0.00245
3978 native-country_Columbia native-country_El-Salvador -0.00243 0.00243 -0.0206 -0.0208
1849 occupation_Adm-clerical native-country_Hungary -0.00243 0.00243 -0.09 -0.00047
2203 occupation_Farming-fishing ageGRP_1_[0,20] -0.00243 0.00243 -0.0519 -0.159
3616 race_White ageGRP_4_[40,50] -0.00242 0.00242 0.0852 0.17
5147 native-country_Puerto-Rico ageGRP_5_[50,60] 0.00242 0.00242 -0.0188 0.119
4684 native-country_India native-country_Japan -0.00242 0.00242 0.0207 0.0149
3897 native-country_Canada native-country_Taiwan -0.00242 0.00242 0.0116 0.014
3002 relationship_Not-in-family native-country_Honduras 0.00241 0.00241 -0.189 -0.00766
5025 native-country_Peru native-country_Philippines -0.00241 0.00241 -0.0127 0.0123
1668 marital-status_Widowed native-country_El-Salvador 0.00241 0.00241 -0.0644 -0.0208
680 workclass_Private native-country_Portugal 0.0024 0.0024 -0.0785 -0.0105
3939 native-country_China native-country_Jamaica -0.0024 0.0024 0.00291 -0.0137
4036 native-country_Cuba native-country_Guatemala -0.0024 0.0024 0.00283 -0.0201
4334 native-country_Germany native-country_Haiti -0.00239 0.00239 0.0122 -0.0129
4023 native-country_Columbia education-numGRP_6_[13,16) -0.00239 0.00239 -0.0206 0.269
3911 native-country_Canada education-numGRP_3_[6,8] 0.00239 0.00239 0.0116 -0.0975
4265 native-country_England native-country_Vietnam -0.00239 0.00239 0.0114 -0.0176
1432 marital-status_Married-spouse-absent native-country_Taiwan 0.00238 0.00238 -0.0425 0.014
1847 occupation_Adm-clerical native-country_Honduras 0.00238 0.00238 -0.09 -0.00766
3138 relationship_Own-child native-country_Holand-Netherlands -0.00238 0.00238 -0.229 -0.00312
3951 native-country_China native-country_South -0.00238 0.00238 0.00291 -0.00474
4691 native-country_India native-country_Poland -0.00238 0.00238 0.0207 -0.0041
1424 marital-status_Married-spouse-absent native-country_Outlying-US(Guam-USVI-etc) -0.00237 0.00237 -0.0425 -0.0117
1898 occupation_Armed-Forces occupation_Protective-serv -0.00237 0.00237 -0.00504 0.0281
4794 native-country_Italy native-country_Jamaica -0.00237 0.00237 0.0113 -0.0137
5244 native-country_Thailand education-numGRP_6_[13,16) 0.00237 0.00237 -0.00408 0.269
3322 race_Amer-Indian-Eskimo native-country_Cambodia -0.00237 0.00237 -0.0287 0.00721
3359 race_Amer-Indian-Eskimo native-country_Trinadad&Tobago -0.00237 0.00237 -0.0287 -0.00766
70 CapitalGainPositive native-country_Laos -0.00236 0.00236 0.266 -0.00713
1941 occupation_Armed-Forces native-country_Mexico -0.00236 0.00236 -0.00504 -0.0629
3285 relationship_Wife native-country_Peru 0.00236 0.00236 0.123 -0.0127
4926 native-country_Laos education-numGRP_6_[13,16) -0.00236 0.00236 -0.00713 0.269
3989 native-country_Columbia native-country_India -0.00236 0.00236 -0.0206 0.0207
4047 native-country_Cuba native-country_Japan -0.00236 0.00236 0.00283 0.0149
4340 native-country_Germany native-country_Iran -0.00236 0.00236 0.0122 0.0151
5137 native-country_Puerto-Rico native-country_Taiwan -0.00235 0.00235 -0.0188 0.014
4806 native-country_Italy native-country_South -0.00235 0.00235 0.0113 -0.00474
5148 native-country_Puerto-Rico ageGRP_6_[60,INF) -0.00235 0.00235 -0.0188 -0.00294
4303 native-country_France native-country_Philippines -0.00234 0.00234 0.0121 0.0123
4238 native-country_England native-country_Guatemala -0.00234 0.00234 0.0114 -0.0201
4396 native-country_Greece native-country_Philippines -0.00234 0.00234 0.00245 0.0123
1575 marital-status_Separated native-country_Canada -0.00234 0.00234 -0.0744 0.0116
759 workclass_Self-emp-inc native-country_Haiti -0.00233 0.00233 0.139 -0.0129
812 workclass_Self-emp-not-inc marital-status_Widowed -0.00233 0.00233 0.03 -0.0644
4098 native-country_Dominican-Republic native-country_Jamaica -0.00232 0.00232 -0.023 -0.0137
1786 occupation_? native-country_Vietnam -0.00232 0.00232 -0.0786 -0.0176
4054 native-country_Cuba native-country_Poland -0.00232 0.00232 0.00283 -0.0041
868 workclass_Self-emp-not-inc native-country_Nicaragua -0.00232 0.00232 0.03 -0.0138
3568 race_Other hours-per-weekGRP_5_[60,INF) -0.00231 0.00231 -0.0318 0.0541
2533 occupation_Priv-house-serv hours-per-weekGRP_5_[60,INF) 0.00231 0.00231 -0.0371 0.0541
5302 native-country_Vietnam hours-per-weekGRP_1_[0,20] 0.00231 0.00231 -0.0176 -0.128
3346 race_Amer-Indian-Eskimo native-country_Laos -0.00231 0.00231 -0.0287 -0.00713
3358 race_Amer-Indian-Eskimo native-country_Thailand -0.00231 0.00231 -0.0287 -0.00408
3367 race_Amer-Indian-Eskimo ageGRP_5_[50,60] -0.0023 0.0023 -0.0287 0.119
4249 native-country_England native-country_Japan -0.0023 0.0023 0.0114 0.0149
4110 native-country_Dominican-Republic native-country_South -0.0023 0.0023 -0.023 -0.00474
5171 native-country_Scotland ageGRP_5_[50,60] 0.0023 0.0023 0.00041 0.119
4513 native-country_Haiti hours-per-weekGRP_5_[60,INF) 0.0023 0.0023 -0.0129 0.0541
3975 native-country_Columbia native-country_Cuba -0.0023 0.0023 -0.0206 0.00283
290 workclass_? native-country_Vietnam -0.00229 0.00229 -0.0782 -0.0176
3586 race_White native-country_Holand-Netherlands 0.00229 0.00229 0.0852 -0.00312
4418 native-country_Greece education-numGRP_5_[10,13] -0.00229 0.00229 0.00245 0.163
842 workclass_Self-emp-not-inc native-country_Cambodia -0.00229 0.00229 0.03 0.00721
4156 native-country_Ecuador native-country_Philippines -0.00229 0.00229 -0.00672 0.0123
879 workclass_Self-emp-not-inc native-country_Trinadad&Tobago -0.00229 0.00229 0.03 -0.00766
2507 occupation_Priv-house-serv native-country_Portugal -0.00229 0.00229 -0.0371 -0.0105
3938 native-country_China native-country_Italy -0.00228 0.00228 0.00291 0.0113
2585 occupation_Prof-specialty native-country_Scotland 0.00228 0.00228 0.186 0.00041
1414 marital-status_Married-spouse-absent native-country_Hungary -0.00228 0.00228 -0.0425 -0.00047
3527 race_Other native-country_Hong -0.00227 0.00227 -0.0318 0.00343
5155 native-country_Puerto-Rico hours-per-weekGRP_1_[0,20] -0.00227 0.00227 -0.0188 -0.128
4846 native-country_Jamaica native-country_Vietnam -0.00227 0.00227 -0.0137 -0.0176
5268 native-country_Trinadad&Tobago hours-per-weekGRP_4_[50,60] -0.00227 0.00227 -0.00766 0.131
2764 occupation_Tech-support relationship_Unmarried 0.00227 0.00227 0.0257 -0.143
4623 native-country_Hong ageGRP_1_[0,20] -0.00227 0.00227 0.00343 -0.159
2933 relationship_Husband native-country_Hong 0.00226 0.00226 0.401 0.00343
3711 sex_Male native-country_Ireland 0.00226 0.00226 0.216 -0.00206
4985 native-country_Nicaragua education-numGRP_2_[4,6] 0.00226 0.00226 -0.0138 -0.0904
4212 native-country_El-Salvador native-country_Taiwan -0.00226 0.00226 -0.0208 0.014
4256 native-country_England native-country_Poland -0.00226 0.00226 0.0114 -0.0041
3652 sex_Female native-country_Ireland -0.00226 0.00226 -0.216 -0.00206
3284 relationship_Wife native-country_Outlying-US(Guam-USVI-etc) 0.00225 0.00225 0.123 -0.0117
3875 native-country_Canada native-country_Haiti -0.00225 0.00225 0.0116 -0.0129
1915 occupation_Armed-Forces native-country_? -0.00225 0.00225 -0.00504 0.00304
5188 native-country_South native-country_Vietnam -0.00225 0.00225 -0.00474 -0.0176
3848 native-country_Cambodia ageGRP_2_[20,30] -0.00224 0.00224 0.00721 -0.213
2997 relationship_Not-in-family native-country_Germany 0.00224 0.00224 -0.189 0.0122
5018 native-country_Outlying-US(Guam-USVI-etc) education-numGRP_5_[10,13] 0.00224 0.00224 -0.0117 0.163
284 workclass_? native-country_Scotland 0.00224 0.00224 -0.0782 0.00041
39 CapitalGainPositive race_Asian-Pac-Islander -0.00224 0.00224 0.266 0.0105
3979 native-country_Columbia native-country_England -0.00224 0.00224 -0.0206 0.0114
3922 native-country_China native-country_Dominican-Republic -0.00223 0.00223 0.00291 -0.023
2552 occupation_Prof-specialty native-country_Cambodia 0.00223 0.00223 0.186 0.00721
4434 native-country_Guatemala native-country_Jamaica -0.00222 0.00222 -0.0201 -0.0137
1069 workclass_Without-pay native-country_United-States 0.00222 0.00222 -0.0117 0.0345
1780 occupation_? native-country_Scotland 0.00222 0.00222 -0.0786 0.00041
3881 native-country_Canada native-country_Iran -0.00222 0.00222 0.0116 0.0151
3533 race_Other native-country_Jamaica 0.00221 0.00221 -0.0318 -0.0137
3511 race_Other native-country_Cambodia -0.00221 0.00221 -0.0318 0.00721
682 workclass_Private native-country_Scotland 0.00221 0.00221 -0.0785 0.00041
2874 occupation_Transport-moving native-country_Peru 0.00221 0.00221 -0.0215 -0.0127
968 workclass_State-gov native-country_Portugal -0.00221 0.00221 0.0148 -0.0105
4827 native-country_Italy hours-per-weekGRP_3_[40,50] -0.00221 0.00221 0.0113 0.172
1138 marital-status_Divorced native-country_Holand-Netherlands -0.0022 0.0022 -0.127 -0.00312
4696 native-country_India native-country_Taiwan -0.0022 0.0022 0.0207 0.014
4446 native-country_Guatemala native-country_South -0.0022 0.0022 -0.0201 -0.00474
4097 native-country_Dominican-Republic native-country_Italy -0.0022 0.0022 -0.023 0.0113
1161 marital-status_Divorced native-country_Trinadad&Tobago -0.0022 0.0022 -0.127 -0.00766
4420 native-country_Greece hours-per-weekGRP_1_[0,20] -0.00219 0.00219 0.00245 -0.128
4352 native-country_Germany native-country_Portugal -0.00219 0.00219 0.0122 -0.0105
4924 native-country_Laos education-numGRP_4_[8,10] -0.00219 0.00219 -0.00713 -0.176
5299 native-country_Vietnam education-numGRP_4_[8,10] -0.00219 0.00219 -0.0176 -0.176
1430 marital-status_Married-spouse-absent native-country_Scotland -0.00219 0.00219 -0.0425 0.00041
5242 native-country_Thailand education-numGRP_4_[8,10] -0.00219 0.00219 -0.00408 -0.176
4327 native-country_France hours-per-weekGRP_1_[0,20] -0.00219 0.00219 0.0121 -0.128
1566 marital-status_Separated race_Amer-Indian-Eskimo 0.00219 0.00219 -0.0744 -0.0287
1573 marital-status_Separated native-country_? 0.00219 0.00219 -0.0744 0.00304
4830 native-country_Jamaica native-country_Japan -0.00218 0.00218 -0.0137 0.0149
3956 native-country_China native-country_Vietnam -0.00218 0.00218 0.00291 -0.0176
55 CapitalGainPositive native-country_France 0.00218 0.00218 0.266 0.0121
4282 native-country_England hours-per-weekGRP_4_[50,60] 0.00218 0.00218 0.0114 0.131
5190 native-country_South ageGRP_1_[0,20] -0.00218 0.00218 -0.00474 -0.159
5393 ageGRP_5_[50,60] hours-per-weekGRP_5_[60,INF) 0.00218 0.00218 0.119 0.0541
4488 native-country_Haiti native-country_Puerto-Rico -0.00218 0.00218 -0.0129 -0.0188
3362 race_Amer-Indian-Eskimo native-country_Yugoslavia -0.00218 0.00218 -0.0287 0.00696
4639 native-country_Hong hours-per-weekGRP_5_[60,INF) 0.00217 0.00217 0.00343 0.0541
4875 native-country_Japan native-country_South -0.00217 0.00217 0.0149 -0.00474
4731 native-country_Iran native-country_Puerto-Rico -0.00216 0.00216 0.0151 -0.0188
5298 native-country_Vietnam education-numGRP_3_[6,8] 0.00216 0.00216 -0.0176 -0.0975
67 CapitalGainPositive native-country_Italy 0.00216 0.00216 0.266 0.0113
3535 race_Other native-country_Laos -0.00215 0.00215 -0.0318 -0.00713
2873 occupation_Transport-moving native-country_Outlying-US(Guam-USVI-etc) 0.00215 0.00215 -0.0215 -0.0117
4072 native-country_Cuba education-numGRP_2_[4,6] 0.00215 0.00215 0.00283 -0.0904
5235 native-country_Thailand ageGRP_3_[30,40] -0.00215 0.00215 -0.00408 0.0568
3547 race_Other native-country_Thailand -0.00215 0.00215 -0.0318 -0.00408
1016 workclass_Without-pay occupation_Transport-moving 0.00215 0.00215 -0.0117 -0.0215
4837 native-country_Jamaica native-country_Poland -0.00215 0.00215 -0.0137 -0.0041
4811 native-country_Italy native-country_Vietnam -0.00215 0.00215 0.0113 -0.0176
4059 native-country_Cuba native-country_Taiwan -0.00214 0.00214 0.00283 0.014
319 workclass_Federal-gov marital-status_Married-spouse-absent -0.00214 0.00214 0.0594 -0.0425
3993 native-country_Columbia native-country_Jamaica -0.00213 0.00213 -0.0206 -0.0137
5194 native-country_South ageGRP_5_[50,60] -0.00213 0.00213 -0.00474 0.119
5085 native-country_Poland native-country_South -0.00213 0.00213 -0.0041 -0.00474
3929 native-country_China native-country_Guatemala -0.00213 0.00213 0.00291 -0.0201
5319 native-country_Yugoslavia hours-per-weekGRP_1_[0,20] -0.00213 0.00213 0.00696 -0.128
1199 marital-status_Married-AF-spouse occupation_Sales -0.00212 0.00212 0.0121 0.0237
2809 occupation_Tech-support native-country_Taiwan -0.00212 0.00212 0.0257 0.014
4765 native-country_Ireland native-country_Philippines -0.00212 0.00212 -0.00206 0.0123
1086 workclass_Without-pay hours-per-weekGRP_3_[40,50] -0.00212 0.00212 -0.0117 0.172
2566 occupation_Prof-specialty native-country_Holand-Netherlands -0.00212 0.00212 0.186 -0.00312
4115 native-country_Dominican-Republic native-country_Vietnam -0.00211 0.00211 -0.023 -0.0176
4544 native-country_Holand-Netherlands ageGRP_5_[50,60] -0.00211 0.00211 -0.00312 0.119
4005 native-country_Columbia native-country_South -0.00211 0.00211 -0.0206 -0.00474
177 CapitalLossPositive native-country_Peru -0.00211 0.00211 0.139 -0.0127
5295 native-country_Vietnam ageGRP_6_[60,INF) -0.0021 0.0021 -0.0176 -0.00294
4347 native-country_Germany native-country_Nicaragua -0.0021 0.0021 0.0122 -0.0138
4190 native-country_El-Salvador native-country_Haiti -0.0021 0.0021 -0.0208 -0.0129
2013 occupation_Craft-repair native-country_Holand-Netherlands -0.0021 0.0021 -0.0126 -0.00312
4433 native-country_Guatemala native-country_Italy -0.0021 0.0021 -0.0201 0.0113
3940 native-country_China native-country_Japan -0.0021 0.0021 0.00291 0.0149
2504 occupation_Priv-house-serv native-country_Peru -0.00209 0.00209 -0.0371 -0.0127
2095 occupation_Exec-managerial native-country_Holand-Netherlands -0.00209 0.00209 0.215 -0.00312
4261 native-country_England native-country_Taiwan -0.00209 0.00209 0.0114 0.014
686 workclass_Private native-country_Trinadad&Tobago 0.00209 0.00209 -0.0785 -0.00766
533 workclass_Never-worked occupation_Protective-serv -0.00209 0.00209 -0.00826 0.0281
576 workclass_Never-worked native-country_Mexico -0.00208 0.00208 -0.00826 -0.0629
4196 native-country_El-Salvador native-country_Iran -0.00208 0.00208 -0.0208 0.0151
1523 marital-status_Never-married native-country_Trinadad&Tobago 0.00208 0.00208 -0.318 -0.00766
1245 marital-status_Married-AF-spouse native-country_Philippines -0.00208 0.00208 0.0121 0.0123
1486 marital-status_Never-married native-country_Cambodia 0.00208 0.00208 -0.318 0.00721
1204 marital-status_Married-AF-spouse relationship_Other-relative 0.00208 0.00208 0.0121 -0.0837
421 workclass_Local-gov marital-status_Separated -0.00207 0.00207 0.0331 -0.0744
3366 race_Amer-Indian-Eskimo ageGRP_4_[40,50] -0.00207 0.00207 -0.0287 0.17
1972 occupation_Armed-Forces hours-per-weekGRP_4_[50,60] 0.00207 0.00207 -0.00504 0.131
4795 native-country_Italy native-country_Japan -0.00207 0.00207 0.0113 0.0149
3947 native-country_China native-country_Poland -0.00206 0.00206 0.00291 -0.0041
4088 native-country_Dominican-Republic native-country_Guatemala -0.00206 0.00206 -0.023 -0.0201
1970 occupation_Armed-Forces hours-per-weekGRP_2_[20,40] -0.00206 0.00206 -0.00504 -0.153
2274 occupation_Handlers-cleaners native-country_Puerto-Rico -0.00206 0.00206 -0.0873 -0.0188
3893 native-country_Canada native-country_Portugal -0.00206 0.00206 0.0116 -0.0105
1776 occupation_? native-country_Philippines -0.00206 0.00206 -0.0786 0.0123
1010 workclass_Without-pay occupation_Other-service -0.00205 0.00205 -0.0117 -0.156
4416 native-country_Greece education-numGRP_3_[6,8] -0.00205 0.00205 0.00245 -0.0975
3920 native-country_China native-country_Columbia -0.00205 0.00205 0.00291 -0.0206
3349 race_Amer-Indian-Eskimo native-country_Outlying-US(Guam-USVI-etc) -0.00204 0.00204 -0.0287 -0.0117
1023 workclass_Without-pay race_Amer-Indian-Eskimo -0.00204 0.00204 -0.0117 -0.0287
844 workclass_Self-emp-not-inc native-country_China -0.00204 0.00204 0.03 0.00291
1905 occupation_Armed-Forces relationship_Own-child -0.00204 0.00204 -0.00504 -0.229
2671 occupation_Protective-serv ageGRP_4_[40,50] 0.00204 0.00204 0.0281 0.17
4474 native-country_Haiti native-country_India -0.00204 0.00204 -0.0129 0.0207
4802 native-country_Italy native-country_Poland -0.00204 0.00204 0.0113 -0.0041
4858 native-country_Jamaica education-numGRP_5_[10,13] -0.00204 0.00204 -0.0137 0.163
4099 native-country_Dominican-Republic native-country_Japan -0.00203 0.00203 -0.023 0.0149
1662 marital-status_Widowed native-country_Canada -0.00203 0.00203 -0.0644 0.0116
3551 race_Other native-country_Yugoslavia -0.00203 0.00203 -0.0318 0.00696
5275 native-country_United-States ageGRP_4_[40,50] 0.00202 0.00202 0.0345 0.17
4680 native-country_India native-country_Iran -0.00202 0.00202 0.0207 0.0151
3992 native-country_Columbia native-country_Italy -0.00202 0.00202 -0.0206 0.0113
4451 native-country_Guatemala native-country_Vietnam -0.00202 0.00202 -0.0201 -0.0176
2487 occupation_Priv-house-serv native-country_Greece -0.00202 0.00202 -0.0371 0.00245
1846 occupation_Adm-clerical native-country_Holand-Netherlands -0.00201 0.00201 -0.09 -0.00312
5180 native-country_Scotland hours-per-weekGRP_2_[20,40] 0.00201 0.00201 0.00041 -0.153
4786 native-country_Ireland education-numGRP_4_[8,10] 0.00201 0.00201 -0.00206 -0.176
4349 native-country_Germany native-country_Peru -0.00201 0.00201 0.0122 -0.0127
1192 marital-status_Married-AF-spouse occupation_Farming-fishing 0.002 0.002 0.0121 -0.0519
5109 native-country_Portugal native-country_Puerto-Rico -0.002 0.002 -0.0105 -0.0188
3211 relationship_Unmarried native-country_Ireland -0.00199 0.00199 -0.143 -0.00206
4106 native-country_Dominican-Republic native-country_Poland -0.00199 0.00199 -0.023 -0.0041
280 workclass_? native-country_Philippines -0.00199 0.00199 -0.0782 0.0123
4629 native-country_Hong education-numGRP_1_[1,4] 0.00199 0.00199 0.00343 -0.0835
4037 native-country_Cuba native-country_Haiti -0.00199 0.00199 0.00283 -0.0129
3976 native-country_Columbia native-country_Dominican-Republic -0.00198 0.00198 -0.0206 -0.023
550 workclass_Never-worked native-country_? -0.00198 0.00198 -0.00826 0.00304
4842 native-country_Jamaica native-country_Taiwan -0.00198 0.00198 -0.0137 0.014
5095 native-country_Poland ageGRP_4_[40,50] 0.00198 0.00198 -0.0041 0.17
347 workclass_Federal-gov race_Other -0.00198 0.00198 0.0594 -0.0318
4880 native-country_Japan native-country_Vietnam -0.00198 0.00198 0.0149 -0.0176
5184 native-country_South native-country_Taiwan -0.00197 0.00197 -0.00474 0.014
5253 native-country_Trinadad&Tobago ageGRP_1_[0,20] -0.00197 0.00197 -0.00766 -0.159
3915 native-country_Canada hours-per-weekGRP_1_[0,20] 0.00197 0.00197 0.0116 -0.128
3847 native-country_Cambodia ageGRP_1_[0,20] -0.00197 0.00197 0.00721 -0.159
2715 occupation_Sales native-country_Holand-Netherlands -0.00197 0.00197 0.0237 -0.00312
3888 native-country_Canada native-country_Nicaragua -0.00197 0.00197 0.0116 -0.0138
4043 native-country_Cuba native-country_Iran -0.00197 0.00197 0.00283 0.0151
2746 occupation_Sales ageGRP_5_[50,60] -0.00197 0.00197 0.0237 0.119
4411 native-country_Greece ageGRP_4_[40,50] 0.00196 0.00196 0.00245 0.17
3137 relationship_Own-child native-country_Haiti -0.00196 0.00196 -0.229 -0.0129
4714 native-country_India hours-per-weekGRP_1_[0,20] 0.00196 0.00196 0.0207 -0.128
3337 race_Amer-Indian-Eskimo native-country_Honduras -0.00196 0.00196 -0.0287 -0.00766
3339 race_Amer-Indian-Eskimo native-country_Hungary -0.00196 0.00196 -0.0287 -0.00047
5248 native-country_Thailand hours-per-weekGRP_4_[50,60] -0.00195 0.00195 -0.00408 0.131
1865 occupation_Adm-clerical native-country_Scotland -0.00195 0.00195 -0.09 0.00041
2469 occupation_Priv-house-serv race_Asian-Pac-Islander -0.00195 0.00195 -0.0371 0.0105
5090 native-country_Poland native-country_Vietnam -0.00195 0.00195 -0.0041 -0.0176
4284 native-country_France native-country_Germany -0.00194 0.00194 0.0121 0.0122
4435 native-country_Guatemala native-country_Japan -0.00194 0.00194 -0.0201 0.0149
4332 native-country_Germany native-country_Greece -0.00194 0.00194 0.0122 0.00245
4239 native-country_England native-country_Haiti -0.00194 0.00194 0.0114 -0.0129
4611 native-country_Hong native-country_Philippines -0.00194 0.00194 0.00343 0.0123
4010 native-country_Columbia native-country_Vietnam -0.00193 0.00193 -0.0206 -0.0176
4022 native-country_Columbia education-numGRP_5_[10,13] -0.00193 0.00193 -0.0206 0.163
4208 native-country_El-Salvador native-country_Portugal -0.00193 0.00193 -0.0208 -0.0105
5310 native-country_Yugoslavia ageGRP_4_[40,50] 0.00192 0.00192 0.00696 0.17
3399 race_Asian-Pac-Islander native-country_Haiti -0.00192 0.00192 0.0105 -0.0129
906 workclass_State-gov marital-status_Separated 0.00192 0.00192 0.0148 -0.0744
4969 native-country_Nicaragua native-country_Puerto-Rico -0.00192 0.00192 -0.0138 -0.0188
4245 native-country_England native-country_Iran -0.00191 0.00191 0.0114 0.0151
281 workclass_? native-country_Poland 0.00191 0.00191 -0.0782 -0.0041
3155 relationship_Own-child native-country_Portugal -0.00191 0.00191 -0.229 -0.0105
3266 relationship_Wife native-country_France -0.00191 0.00191 0.123 0.0121
3205 relationship_Unmarried native-country_Holand-Netherlands -0.00191 0.00191 -0.143 -0.00312
4137 native-country_Ecuador native-country_Germany -0.00191 0.00191 -0.00672 0.0122
4442 native-country_Guatemala native-country_Poland -0.00191 0.00191 -0.0201 -0.0041
1026 workclass_Without-pay race_Other -0.0019 0.0019 -0.0117 -0.0318
1382 marital-status_Married-spouse-absent occupation_Transport-moving -0.0019 0.0019 -0.0425 -0.0215
1370 marital-status_Married-spouse-absent occupation_Armed-Forces -0.0019 0.0019 -0.0425 -0.00504
3538 race_Other native-country_Outlying-US(Guam-USVI-etc) -0.0019 0.0019 -0.0318 -0.0117
111 CapitalLossPositive workclass_State-gov -0.0019 0.0019 0.139 0.0148
3952 native-country_China native-country_Taiwan -0.0019 0.0019 0.00291 0.014
1494 marital-status_Never-married native-country_England -0.0019 0.0019 -0.318 0.0114
5061 native-country_Philippines native-country_Trinadad&Tobago -0.00189 0.00189 0.0123 -0.00766
973 workclass_State-gov native-country_Thailand 0.00189 0.00189 0.0148 -0.00408
3355 race_Amer-Indian-Eskimo native-country_Scotland -0.00189 0.00189 -0.0287 0.00041
3983 native-country_Columbia native-country_Guatemala -0.00189 0.00189 -0.0206 -0.0201
3835 native-country_Cambodia native-country_Philippines -0.00189 0.00189 0.00721 0.0123
3890 native-country_Canada native-country_Peru -0.00189 0.00189 0.0116 -0.0127
2632 occupation_Protective-serv native-country_Dominican-Republic -0.00188 0.00188 0.0281 -0.023
4871 native-country_Japan native-country_Poland -0.00188 0.00188 0.0149 -0.0041
4807 native-country_Italy native-country_Taiwan -0.00188 0.00188 0.0113 0.014
5288 native-country_United-States hours-per-weekGRP_5_[60,INF) -0.00188 0.00188 0.0345 0.0541
3164 relationship_Own-child native-country_Yugoslavia -0.00187 0.00187 -0.229 0.00696
1777 occupation_? native-country_Poland 0.00187 0.00187 -0.0786 -0.0041
175 CapitalLossPositive native-country_Nicaragua 0.00187 0.00187 0.139 -0.0138
999 workclass_Without-pay marital-status_Never-married -0.00187 0.00187 -0.0117 -0.318
2097 occupation_Exec-managerial native-country_Hong -0.00187 0.00187 0.215 0.00343
460 workclass_Local-gov native-country_England -0.00187 0.00187 0.0331 0.0114
4692 native-country_India native-country_Portugal -0.00187 0.00187 0.0207 -0.0105
3994 native-country_Columbia native-country_Japan -0.00186 0.00186 -0.0206 0.0149
2413 occupation_Other-service native-country_Holand-Netherlands -0.00186 0.00186 -0.156 -0.00312
2245 occupation_Handlers-cleaners native-country_Columbia 0.00186 0.00186 -0.0873 -0.0206
4203 native-country_El-Salvador native-country_Nicaragua -0.00185 0.00185 -0.0208 -0.0138
1608 marital-status_Separated native-country_South -0.00184 0.00184 -0.0744 -0.00474
4478 native-country_Haiti native-country_Jamaica -0.00184 0.00184 -0.0129 -0.0137
2496 occupation_Priv-house-serv native-country_Ireland -0.00184 0.00184 -0.0371 -0.00206
1485 marital-status_Never-married native-country_? 0.00184 0.00184 -0.318 0.00304
2556 occupation_Prof-specialty native-country_Cuba -0.00184 0.00184 0.186 0.00283
4111 native-country_Dominican-Republic native-country_Taiwan -0.00184 0.00184 -0.023 0.014
4903 native-country_Laos native-country_Philippines -0.00184 0.00184 -0.00713 0.0123
5060 native-country_Philippines native-country_Thailand -0.00184 0.00184 0.0123 -0.00408
3528 race_Other native-country_Hungary -0.00183 0.00183 -0.0318 -0.00047
5028 native-country_Peru native-country_Puerto-Rico -0.00183 0.00183 -0.0127 -0.0188
4490 native-country_Haiti native-country_South -0.00183 0.00183 -0.0129 -0.00474
1524 marital-status_Never-married native-country_United-States 0.00183 0.00183 -0.318 0.0345
3526 race_Other native-country_Honduras -0.00183 0.00183 -0.0318 -0.00766
4001 native-country_Columbia native-country_Poland -0.00183 0.00183 -0.0206 -0.0041
3076 relationship_Other-relative native-country_Ireland 0.00183 0.00183 -0.0837 -0.00206
648 workclass_Private native-country_? 0.00183 0.00183 -0.0785 0.00304
4073 native-country_Cuba education-numGRP_3_[6,8] -0.00182 0.00182 0.00283 -0.0975
872 workclass_Self-emp-not-inc native-country_Poland -0.00182 0.00182 0.03 -0.0041
2264 occupation_Handlers-cleaners native-country_Jamaica 0.00182 0.00182 -0.0873 -0.0137
4721 native-country_Iran native-country_Jamaica -0.00182 0.00182 0.0151 -0.0137
3871 native-country_Canada native-country_France -0.00182 0.00182 0.0116 0.0121
4055 native-country_Cuba native-country_Portugal -0.00182 0.00182 0.00283 -0.0105
3873 native-country_Canada native-country_Greece -0.00182 0.00182 0.0116 0.00245
3463 race_Black native-country_Holand-Netherlands -0.00181 0.00181 -0.0891 -0.00312
2954 relationship_Husband native-country_Trinadad&Tobago -0.00181 0.00181 0.401 -0.00766
4718 native-country_India hours-per-weekGRP_5_[60,INF) 0.00181 0.00181 0.0207 0.0541
5210 native-country_Taiwan native-country_Vietnam -0.0018 0.0018 0.014 -0.0176
1196 marital-status_Married-AF-spouse occupation_Priv-house-serv -0.0018 0.0018 0.0121 -0.0371
1179 marital-status_Divorced hours-per-weekGRP_3_[40,50] 0.0018 0.0018 -0.127 0.172
4733 native-country_Iran native-country_South -0.0018 0.0018 0.0151 -0.00474
3868 native-country_Canada native-country_Ecuador -0.00179 0.00179 0.0116 -0.00672
4687 native-country_India native-country_Nicaragua -0.00179 0.00179 0.0207 -0.0138
1836 occupation_Adm-clerical native-country_Cuba 0.00178 0.00178 -0.09 0.00283
767 workclass_Self-emp-inc native-country_Italy 0.00178 0.00178 0.139 0.0113
4257 native-country_England native-country_Portugal -0.00178 0.00178 0.0114 -0.0105
5107 native-country_Poland hours-per-weekGRP_4_[50,60] -0.00178 0.00178 -0.0041 0.131
266 workclass_? native-country_Honduras 0.00178 0.00178 -0.0782 -0.00766
3852 native-country_Cambodia ageGRP_6_[60,INF) -0.00178 0.00178 0.00721 -0.00294
5258 native-country_Trinadad&Tobago ageGRP_6_[60,INF) -0.00178 0.00178 -0.00766 -0.00294
3011 relationship_Not-in-family native-country_Laos -0.00177 0.00177 -0.189 -0.00713
3930 native-country_China native-country_Haiti -0.00177 0.00177 0.00291 -0.0129
4341 native-country_Germany native-country_Ireland -0.00177 0.00177 0.0122 -0.00206
1760 occupation_? native-country_Haiti -0.00177 0.00177 -0.0786 -0.0129
4399 native-country_Greece native-country_Puerto-Rico -0.00177 0.00177 0.00245 -0.0188
4306 native-country_France native-country_Puerto-Rico -0.00177 0.00177 0.0121 -0.0188
2182 occupation_Farming-fishing native-country_Ireland 0.00176 0.00176 -0.0519 -0.00206
3544 race_Other native-country_Scotland -0.00176 0.00176 -0.0318 0.00041
5132 native-country_Portugal hours-per-weekGRP_3_[40,50] -0.00176 0.00176 -0.0105 0.172
1762 occupation_? native-country_Honduras 0.00176 0.00176 -0.0786 -0.00766
945 workclass_State-gov native-country_England -0.00176 0.00176 0.0148 0.0114
4447 native-country_Guatemala native-country_Taiwan -0.00176 0.00176 -0.0201 0.014
4205 native-country_El-Salvador native-country_Peru -0.00176 0.00176 -0.0208 -0.0127
3936 native-country_China native-country_Iran -0.00175 0.00175 0.00291 0.0151
4050 native-country_Cuba native-country_Nicaragua -0.00175 0.00175 0.00283 -0.0138
2098 occupation_Exec-managerial native-country_Hungary 0.00175 0.00175 0.215 -0.00047
4378 native-country_Germany hours-per-weekGRP_5_[60,INF) -0.00175 0.00175 0.0122 0.0541
4552 native-country_Holand-Netherlands hours-per-weekGRP_1_[0,20] -0.00174 0.00174 -0.00312 -0.128
4477 native-country_Haiti native-country_Italy -0.00174 0.00174 -0.0129 0.0113
1073 workclass_Without-pay ageGRP_2_[20,30] -0.00174 0.00174 -0.0117 -0.213
5245 native-country_Thailand hours-per-weekGRP_1_[0,20] 0.00174 0.00174 -0.00408 -0.128
264 workclass_? native-country_Haiti -0.00174 0.00174 -0.0782 -0.0129
2992 relationship_Not-in-family native-country_Dominican-Republic 0.00174 0.00174 -0.189 -0.023
4159 native-country_Ecuador native-country_Puerto-Rico -0.00174 0.00174 -0.00672 -0.0188
1025 workclass_Without-pay race_Black -0.00173 0.00173 -0.0117 -0.0891
1226 marital-status_Married-AF-spouse native-country_Germany -0.00173 0.00173 0.0121 0.0122
2518 occupation_Priv-house-serv ageGRP_2_[20,30] 0.00173 0.00173 -0.0371 -0.213
4876 native-country_Japan native-country_Taiwan -0.00173 0.00173 0.0149 0.014
3644 sex_Female native-country_Guatemala -0.00173 0.00173 -0.216 -0.0201
5064 native-country_Philippines native-country_Yugoslavia -0.00173 0.00173 0.0123 0.00696
3703 sex_Male native-country_Guatemala 0.00173 0.00173 0.216 -0.0201
963 workclass_State-gov native-country_Nicaragua -0.00173 0.00173 0.0148 -0.0138
2842 occupation_Transport-moving race_White -0.00172 0.00172 -0.0215 0.0852
4720 native-country_Iran native-country_Italy -0.00172 0.00172 0.0151 0.0113
1971 occupation_Armed-Forces hours-per-weekGRP_3_[40,50] 0.00172 0.00172 -0.00504 0.172
1593 marital-status_Separated native-country_Iran -0.00171 0.00171 -0.0744 0.0151
4895 native-country_Japan hours-per-weekGRP_2_[20,40] -0.00171 0.00171 0.0149 -0.153
4186 native-country_El-Salvador native-country_France -0.00171 0.00171 -0.0208 0.0121
4188 native-country_El-Salvador native-country_Greece -0.00171 0.00171 -0.0208 0.00245
4689 native-country_India native-country_Peru -0.00171 0.00171 0.0207 -0.0127
2658 occupation_Protective-serv native-country_Portugal 0.00171 0.00171 0.0281 -0.0105
4089 native-country_Dominican-Republic native-country_Haiti -0.00171 0.00171 -0.023 -0.0129
2022 occupation_Craft-repair native-country_Japan -0.00171 0.00171 -0.0126 0.0149
3263 relationship_Wife native-country_Ecuador -0.0017 0.0017 0.123 -0.00672
5086 native-country_Poland native-country_Taiwan -0.0017 0.0017 -0.0041 0.014
4252 native-country_England native-country_Nicaragua -0.0017 0.0017 0.0114 -0.0138
960 workclass_State-gov native-country_Japan -0.0017 0.0017 0.0148 0.0149
4095 native-country_Dominican-Republic native-country_Iran -0.00169 0.00169 -0.023 0.0151
134 CapitalLossPositive occupation_Transport-moving -0.00169 0.00169 0.139 -0.0215
1157 marital-status_Divorced native-country_Scotland 0.00169 0.00169 -0.127 0.00041
4006 native-country_Columbia native-country_Taiwan -0.00169 0.00169 -0.0206 0.014
4134 native-country_Ecuador native-country_El-Salvador -0.00168 0.00168 -0.00672 -0.0208
2492 occupation_Priv-house-serv native-country_Hong -0.00168 0.00168 -0.0371 0.00343
4838 native-country_Jamaica native-country_Portugal -0.00168 0.00168 -0.0137 -0.0105
60 CapitalGainPositive native-country_Holand-Netherlands -0.00167 0.00167 0.266 -0.00312
1968 occupation_Armed-Forces education-numGRP_6_[13,16) 0.00167 0.00167 -0.00504 0.269
4551 native-country_Holand-Netherlands education-numGRP_6_[13,16) -0.00167 0.00167 -0.00312 0.269
4052 native-country_Cuba native-country_Peru -0.00167 0.00167 0.00283 -0.0127
5111 native-country_Portugal native-country_South -0.00167 0.00167 -0.0105 -0.00474
86 CapitalGainPositive native-country_Yugoslavia -0.00167 0.00167 0.266 0.00696
4495 native-country_Haiti native-country_Vietnam -0.00167 0.00167 -0.0129 -0.0176
518 workclass_Never-worked marital-status_Married-spouse-absent -0.00167 0.00167 -0.00826 -0.0425
860 workclass_Self-emp-not-inc native-country_India -0.00166 0.00166 0.03 0.0207
4385 native-country_Greece native-country_India -0.00166 0.00166 0.00245 0.0207
4292 native-country_France native-country_India -0.00166 0.00166 0.0121 0.0207
3882 native-country_Canada native-country_Ireland -0.00166 0.00166 0.0116 -0.00206
5170 native-country_Scotland ageGRP_4_[40,50] 0.00166 0.00166 0.00041 0.17
4738 native-country_Iran native-country_Vietnam -0.00165 0.00165 0.0151 -0.0176
4828 native-country_Italy hours-per-weekGRP_4_[50,60] -0.00165 0.00165 0.0113 0.131
2530 occupation_Priv-house-serv hours-per-weekGRP_2_[20,40] -0.00165 0.00165 -0.0371 -0.153
809 workclass_Self-emp-not-inc marital-status_Married-spouse-absent -0.00165 0.00165 0.03 -0.0425
2513 occupation_Priv-house-serv native-country_Trinadad&Tobago -0.00164 0.00164 -0.0371 -0.00766
2476 occupation_Priv-house-serv native-country_Cambodia -0.00164 0.00164 -0.0371 0.00721
4425 native-country_Guatemala native-country_Haiti -0.00163 0.00163 -0.0201 -0.0129
4145 native-country_Ecuador native-country_India -0.00163 0.00163 -0.00672 0.0207
5081 native-country_Philippines hours-per-weekGRP_5_[60,INF) -0.00163 0.00163 0.0123 0.0541
260 workclass_? native-country_France 0.00163 0.00163 -0.0782 0.0121
4254 native-country_England native-country_Peru -0.00163 0.00163 0.0114 -0.0127
28 CapitalGainPositive occupation_Protective-serv -0.00163 0.00163 0.266 0.0281
4033 native-country_Cuba native-country_France -0.00162 0.00162 0.00283 0.0121
3948 native-country_China native-country_Portugal -0.00162 0.00162 0.00291 -0.0105
3648 sex_Female native-country_Hong -0.00162 0.00162 -0.216 0.00343
4035 native-country_Cuba native-country_Greece -0.00162 0.00162 0.00283 0.00245
4996 native-country_Outlying-US(Guam-USVI-etc) native-country_Philippines -0.00162 0.00162 -0.0117 0.0123
1217 marital-status_Married-AF-spouse native-country_Canada -0.00162 0.00162 0.0121 0.0116
3707 sex_Male native-country_Hong 0.00162 0.00162 0.216 0.00343
4431 native-country_Guatemala native-country_Iran -0.00161 0.00161 -0.0201 0.0151
4768 native-country_Ireland native-country_Puerto-Rico -0.00161 0.00161 -0.00206 -0.0188
4555 native-country_Holand-Netherlands hours-per-weekGRP_4_[50,60] -0.00161 0.00161 -0.00312 0.131
4479 native-country_Haiti native-country_Japan -0.00161 0.00161 -0.0129 0.0149
856 workclass_Self-emp-not-inc native-country_Holand-Netherlands -0.00161 0.00161 0.03 -0.00312
3283 relationship_Wife native-country_Nicaragua 0.00161 0.00161 0.123 -0.0138
4337 native-country_Germany native-country_Hong -0.00161 0.00161 0.0122 0.00343
4833 native-country_Jamaica native-country_Nicaragua -0.00161 0.00161 -0.0137 -0.0138
2416 occupation_Other-service native-country_Hungary -0.00161 0.00161 -0.156 -0.00047
2414 occupation_Other-service native-country_Honduras -0.00161 0.00161 -0.156 -0.00766
2391 occupation_Other-service race_Amer-Indian-Eskimo 0.0016 0.0016 -0.156 -0.0287
4120 native-country_Dominican-Republic ageGRP_4_[40,50] 0.0016 0.0016 -0.023 0.17
4971 native-country_Nicaragua native-country_South -0.0016 0.0016 -0.0138 -0.00474
1756 occupation_? native-country_France 0.0016 0.0016 -0.0786 0.0121
4803 native-country_Italy native-country_Portugal -0.0016 0.0016 0.0113 -0.0105
4030 native-country_Cuba native-country_Ecuador -0.00159 0.00159 0.00283 -0.00672
2500 occupation_Priv-house-serv native-country_Laos -0.00159 0.00159 -0.0371 -0.00713
4722 native-country_Iran native-country_Japan -0.00159 0.00159 0.0151 0.0149
4486 native-country_Haiti native-country_Poland -0.00158 0.00158 -0.0129 -0.0041
1594 marital-status_Separated native-country_Ireland 0.00158 0.00158 -0.0744 -0.00206
974 workclass_State-gov native-country_Trinadad&Tobago 0.00158 0.00158 0.0148 -0.00766
1693 marital-status_Widowed native-country_Puerto-Rico 0.00158 0.00158 -0.0644 -0.0188
1248 marital-status_Married-AF-spouse native-country_Puerto-Rico -0.00158 0.00158 0.0121 -0.0188
3984 native-country_Columbia native-country_Haiti -0.00157 0.00157 -0.0206 -0.0129
4358 native-country_Germany native-country_Trinadad&Tobago -0.00157 0.00157 0.0122 -0.00766
4235 native-country_England native-country_France -0.00157 0.00157 0.0114 0.0121
4540 native-country_Holand-Netherlands ageGRP_1_[0,20] -0.00157 0.00157 -0.00312 -0.159
4237 native-country_England native-country_Greece -0.00157 0.00157 0.0114 0.00245
4107 native-country_Dominican-Republic native-country_Portugal -0.00157 0.00157 -0.023 -0.0105
2926 relationship_Husband native-country_France -0.00157 0.00157 0.401 0.0121
3816 native-country_Cambodia native-country_Germany -0.00157 0.00157 0.00721 0.0122
5257 native-country_Trinadad&Tobago ageGRP_5_[50,60] -0.00156 0.00156 -0.00766 0.119
4729 native-country_Iran native-country_Poland -0.00156 0.00156 0.0151 -0.0041
870 workclass_Self-emp-not-inc native-country_Peru -0.00156 0.00156 0.03 -0.0127
659 workclass_Private native-country_Germany 0.00156 0.00156 -0.0785 0.0122
4651 native-country_Hungary native-country_Philippines -0.00156 0.00156 -0.00047 0.0123
4570 native-country_Honduras native-country_Philippines -0.00156 0.00156 -0.00766 0.0123
3990 native-country_Columbia native-country_Iran -0.00155 0.00155 -0.0206 0.0151
1770 occupation_? native-country_Japan -0.00155 0.00155 -0.0786 0.0149
3943 native-country_China native-country_Nicaragua -0.00155 0.00155 0.00291 -0.0138
4197 native-country_El-Salvador native-country_Ireland -0.00155 0.00155 -0.0208 -0.00206
1340 marital-status_Married-civ-spouse native-country_Scotland 0.00154 0.00154 0.445 0.00041
4135 native-country_Ecuador native-country_England -0.00154 0.00154 -0.00672 0.0114
2586 occupation_Prof-specialty native-country_South 0.00154 0.00154 0.186 -0.00474
4835 native-country_Jamaica native-country_Peru -0.00154 0.00154 -0.0137 -0.0127
4545 native-country_Holand-Netherlands ageGRP_6_[60,INF) -0.00154 0.00154 -0.00312 -0.00294
5267 native-country_Trinadad&Tobago hours-per-weekGRP_3_[40,50] -0.00153 0.00153 -0.00766 0.172
5119 native-country_Portugal ageGRP_2_[20,30] 0.00153 0.00153 -0.0105 -0.213
5116 native-country_Portugal native-country_Vietnam -0.00153 0.00153 -0.0105 -0.0176
4345 native-country_Germany native-country_Laos -0.00153 0.00153 0.0122 -0.00713
5030 native-country_Peru native-country_South -0.00153 0.00153 -0.0127 -0.00474
3861 native-country_Cambodia hours-per-weekGRP_3_[40,50] -0.00153 0.00153 0.00721 0.172
4357 native-country_Germany native-country_Thailand -0.00153 0.00153 0.0122 -0.00408
4798 native-country_Italy native-country_Nicaragua -0.00153 0.00153 0.0113 -0.0138
1911 occupation_Armed-Forces race_Other -0.00152 0.00152 -0.00504 -0.0318
1959 occupation_Armed-Forces ageGRP_3_[30,40] -0.00152 0.00152 -0.00504 0.0568
3658 sex_Female native-country_Nicaragua 0.00152 0.00152 -0.216 -0.0138
1223 marital-status_Married-AF-spouse native-country_El-Salvador -0.00152 0.00152 0.0121 -0.0208
3717 sex_Male native-country_Nicaragua -0.00152 0.00152 0.216 -0.0138
3332 race_Amer-Indian-Eskimo native-country_Germany -0.00151 0.00151 -0.0287 0.0122
3210 relationship_Unmarried native-country_Iran -0.00151 0.00151 -0.143 0.0151
4681 native-country_India native-country_Ireland -0.00151 0.00151 0.0207 -0.00206
3878 native-country_Canada native-country_Hong -0.00151 0.00151 0.0116 0.00343
3406 race_Asian-Pac-Islander native-country_Ireland 0.00151 0.00151 0.0105 -0.00206
274 workclass_? native-country_Japan -0.00151 0.00151 -0.0782 0.0149
2005 occupation_Craft-repair native-country_Ecuador 0.0015 0.0015 -0.0126 -0.00672
2516 occupation_Priv-house-serv native-country_Yugoslavia -0.0015 0.0015 -0.0371 0.00696
2036 occupation_Craft-repair native-country_Trinadad&Tobago -0.0015 0.0015 -0.0126 -0.00766
5300 native-country_Vietnam education-numGRP_5_[10,13] 0.0015 0.0015 -0.0176 0.163
4102 native-country_Dominican-Republic native-country_Nicaragua -0.0015 0.0015 -0.023 -0.0138
4443 native-country_Guatemala native-country_Portugal -0.0015 0.0015 -0.0201 -0.0105
2465 occupation_Priv-house-serv relationship_Own-child -0.0015 0.0015 -0.0371 -0.229
5057 native-country_Philippines native-country_Scotland -0.0015 0.0015 0.0123 0.00041
3297 relationship_Wife native-country_Yugoslavia 0.00149 0.00149 0.123 0.00696
4296 native-country_France native-country_Jamaica -0.00149 0.00149 0.0121 -0.0137
2628 occupation_Protective-serv native-country_Canada -0.00149 0.00149 0.0281 0.0116
4389 native-country_Greece native-country_Jamaica -0.00149 0.00149 0.00245 -0.0137
1234 marital-status_Married-AF-spouse native-country_India -0.00148 0.00148 0.0121 0.0207
1502 marital-status_Never-married native-country_Hong -0.00148 0.00148 -0.318 0.00343
4308 native-country_France native-country_South -0.00148 0.00148 0.0121 -0.00474
3945 native-country_China native-country_Peru -0.00148 0.00148 0.00291 -0.0127
4401 native-country_Greece native-country_South -0.00148 0.00148 0.00245 -0.00474
3807 native-country_Cambodia native-country_Canada -0.00148 0.00148 0.00721 0.0116
3899 native-country_Canada native-country_Trinadad&Tobago -0.00148 0.00148 0.0116 -0.00766
4149 native-country_Ecuador native-country_Jamaica -0.00147 0.00147 -0.00672 -0.0137
4872 native-country_Japan native-country_Portugal -0.00147 0.00147 0.0149 -0.0105
4976 native-country_Nicaragua native-country_Vietnam -0.00147 0.00147 -0.0138 -0.0176
5234 native-country_Thailand ageGRP_2_[20,30] 0.00147 0.00147 -0.00408 -0.213
4044 native-country_Cuba native-country_Ireland -0.00147 0.00147 0.00283 -0.00206
4614 native-country_Hong native-country_Puerto-Rico -0.00147 0.00147 0.00343 -0.0188
4161 native-country_Ecuador native-country_South -0.00146 0.00146 -0.00672 -0.00474
3075 relationship_Other-relative native-country_Iran -0.00146 0.00146 -0.0837 0.0151
4491 native-country_Haiti native-country_Taiwan -0.00146 0.00146 -0.0129 0.014
4800 native-country_Italy native-country_Peru -0.00146 0.00146 0.0113 -0.0127
2872 occupation_Transport-moving native-country_Nicaragua 0.00146 0.00146 -0.0215 -0.0138
5082 native-country_Poland native-country_Portugal -0.00145 0.00145 -0.0041 -0.0105
969 workclass_State-gov native-country_Puerto-Rico -0.00145 0.00145 0.0148 -0.0188
466 workclass_Local-gov native-country_Holand-Netherlands -0.00145 0.00145 0.0331 -0.00312
751 workclass_Self-emp-inc native-country_Dominican-Republic -0.00145 0.00145 0.139 -0.023
3898 native-country_Canada native-country_Thailand -0.00144 0.00144 0.0116 -0.00408
4584 native-country_Honduras ageGRP_3_[30,40] -0.00144 0.00144 -0.00766 0.0568
1220 marital-status_Married-AF-spouse native-country_Cuba -0.00144 0.00144 0.0121 0.00283
3886 native-country_Canada native-country_Laos -0.00144 0.00144 0.0116 -0.00713
4415 native-country_Greece education-numGRP_2_[4,6] -0.00144 0.00144 0.00245 -0.0904
4734 native-country_Iran native-country_Taiwan -0.00144 0.00144 0.0151 0.014
543 workclass_Never-worked race_Amer-Indian-Eskimo -0.00144 0.00144 -0.00826 -0.0287
4361 native-country_Germany native-country_Yugoslavia -0.00144 0.00144 0.0122 0.00696
4002 native-country_Columbia native-country_Portugal -0.00144 0.00144 -0.0206 -0.0105
468 workclass_Local-gov native-country_Hong -0.00144 0.00144 0.0331 0.00343
4246 native-country_England native-country_Ireland -0.00143 0.00143 0.0114 -0.00206
3928 native-country_China native-country_Greece -0.00143 0.00143 0.00291 0.00245
4438 native-country_Guatemala native-country_Nicaragua -0.00143 0.00143 -0.0201 -0.0138
4104 native-country_Dominican-Republic native-country_Peru -0.00143 0.00143 -0.023 -0.0127
5139 native-country_Puerto-Rico native-country_Trinadad&Tobago -0.00143 0.00143 -0.0188 -0.00766
3838 native-country_Cambodia native-country_Puerto-Rico -0.00143 0.00143 0.00721 -0.0188
3926 native-country_China native-country_France -0.00143 0.00143 0.00291 0.0121
4388 native-country_Greece native-country_Italy -0.00142 0.00142 0.00245 0.0113
1102 marital-status_Divorced occupation_Machine-op-inspct 0.00142 0.00142 -0.127 -0.0694
2878 occupation_Transport-moving native-country_Puerto-Rico -0.00142 0.00142 -0.0215 -0.0188
4295 native-country_France native-country_Italy -0.00142 0.00142 0.0121 0.0113
4193 native-country_El-Salvador native-country_Hong -0.00142 0.00142 -0.0208 0.00343
4867 native-country_Japan native-country_Nicaragua -0.00141 0.00141 0.0149 -0.0138
3923 native-country_China native-country_Ecuador -0.00141 0.00141 0.00291 -0.00672
1011 workclass_Without-pay occupation_Priv-house-serv -0.00141 0.00141 -0.0117 -0.0371
2503 occupation_Priv-house-serv native-country_Outlying-US(Guam-USVI-etc) -0.00141 0.00141 -0.0371 -0.0117
3030 relationship_Not-in-family ageGRP_3_[30,40] -0.0014 0.0014 -0.189 0.0568
5035 native-country_Peru native-country_Vietnam -0.0014 0.0014 -0.0127 -0.0176
1224 marital-status_Married-AF-spouse native-country_England -0.0014 0.0014 0.0121 0.0114
548 workclass_Never-worked sex_Female -0.0014 0.0014 -0.00826 -0.216
549 workclass_Never-worked sex_Male 0.0014 0.0014 -0.00826 0.216
4967 native-country_Nicaragua native-country_Poland -0.00139 0.00139 -0.0138 -0.0041
4906 native-country_Laos native-country_Puerto-Rico -0.00139 0.00139 -0.00713 -0.0188
3804 native-country_? hours-per-weekGRP_3_[40,50] -0.00139 0.00139 0.00304 0.172
5138 native-country_Puerto-Rico native-country_Thailand -0.00139 0.00139 -0.0188 -0.00408
4087 native-country_Dominican-Republic native-country_Greece -0.00139 0.00139 -0.023 0.00245
4148 native-country_Ecuador native-country_Italy -0.00139 0.00139 -0.00672 0.0113
827 workclass_Self-emp-not-inc occupation_Transport-moving -0.00139 0.00139 0.03 -0.0215
4085 native-country_Dominican-Republic native-country_France -0.00139 0.00139 -0.023 0.0121
4214 native-country_El-Salvador native-country_Trinadad&Tobago -0.00138 0.00138 -0.0208 -0.00766
3813 native-country_Cambodia native-country_El-Salvador -0.00138 0.00138 0.00721 -0.0208
4600 native-country_Hong native-country_India -0.00138 0.00138 0.00343 0.0207
2886 occupation_Transport-moving native-country_Yugoslavia 0.00138 0.00138 -0.0215 0.00696
4067 native-country_Cuba ageGRP_3_[30,40] 0.00138 0.00138 0.00283 0.0568
3997 native-country_Columbia native-country_Nicaragua -0.00138 0.00138 -0.0206 -0.0138
4440 native-country_Guatemala native-country_Peru -0.00137 0.00137 -0.0201 -0.0127
2639 occupation_Protective-serv native-country_Guatemala -0.00137 0.00137 0.0281 -0.0201
4082 native-country_Dominican-Republic native-country_Ecuador -0.00136 0.00136 -0.023 -0.00672
4758 native-country_Ireland native-country_Jamaica -0.00136 0.00136 -0.00206 -0.0137
2491 occupation_Priv-house-serv native-country_Honduras -0.00136 0.00136 -0.0371 -0.00766
2775 occupation_Tech-support native-country_Canada -0.00136 0.00136 0.0257 0.0116
2350 occupation_Machine-op-inspct native-country_Philippines 0.00136 0.00136 -0.0694 0.0123
1761 occupation_? native-country_Holand-Netherlands -0.00136 0.00136 -0.0786 -0.00312
4406 native-country_Greece native-country_Vietnam -0.00136 0.00136 0.00245 -0.0176
4313 native-country_France native-country_Vietnam -0.00136 0.00136 0.0121 -0.0176
4348 native-country_Germany native-country_Outlying-US(Guam-USVI-etc) -0.00135 0.00135 0.0122 -0.0117
3902 native-country_Canada native-country_Yugoslavia -0.00135 0.00135 0.0116 0.00696
2582 occupation_Prof-specialty native-country_Poland -0.00135 0.00135 0.186 -0.0041
265 workclass_? native-country_Holand-Netherlands -0.00135 0.00135 -0.0782 -0.00312
4770 native-country_Ireland native-country_South -0.00135 0.00135 -0.00206 -0.00474
1041 workclass_Without-pay native-country_Germany -0.00135 0.00135 -0.0117 0.0122
4869 native-country_Japan native-country_Peru -0.00135 0.00135 0.0149 -0.0127
3824 native-country_Cambodia native-country_India -0.00134 0.00134 0.00721 0.0207
4698 native-country_India native-country_Trinadad&Tobago -0.00134 0.00134 0.0207 -0.00766
4040 native-country_Cuba native-country_Hong -0.00134 0.00134 0.00283 0.00343
4213 native-country_El-Salvador native-country_Thailand -0.00134 0.00134 -0.0208 -0.00408
4201 native-country_El-Salvador native-country_Laos -0.00134 0.00134 -0.0208 -0.00713
5112 native-country_Portugal native-country_Taiwan -0.00134 0.00134 -0.0105 0.014
546 workclass_Never-worked race_Other -0.00134 0.00134 -0.00826 -0.0318
4475 native-country_Haiti native-country_Iran -0.00134 0.00134 -0.0129 0.0151
2851 occupation_Transport-moving native-country_Dominican-Republic -0.00133 0.00133 -0.0215 -0.023
5026 native-country_Peru native-country_Poland -0.00133 0.00133 -0.0127 -0.0041
4166 native-country_Ecuador native-country_Vietnam -0.00133 0.00133 -0.00672 -0.0176
1238 marital-status_Married-AF-spouse native-country_Jamaica -0.00133 0.00133 0.0121 -0.0137
4379 native-country_Greece native-country_Guatemala -0.00132 0.00132 0.00245 -0.0201
4286 native-country_France native-country_Guatemala -0.00132 0.00132 0.0121 -0.0201
1576 marital-status_Separated native-country_China -0.00132 0.00132 -0.0744 0.00291
1250 marital-status_Married-AF-spouse native-country_South -0.00132 0.00132 0.0121 -0.00474
3999 native-country_Columbia native-country_Peru -0.00132 0.00132 -0.0206 -0.0127
4685 native-country_India native-country_Laos -0.00131 0.00131 0.0207 -0.00713
1257 marital-status_Married-AF-spouse ageGRP_1_[0,20] 0.00131 0.00131 0.0121 -0.159
4061 native-country_Cuba native-country_Trinadad&Tobago -0.00131 0.00131 0.00283 -0.00766
5142 native-country_Puerto-Rico native-country_Yugoslavia -0.00131 0.00131 -0.0188 0.00696
4963 native-country_Mexico hours-per-weekGRP_5_[60,INF) 0.00131 0.00131 -0.0629 0.0541
4242 native-country_England native-country_Hong -0.00131 0.00131 0.0114 0.00343
5134 native-country_Portugal hours-per-weekGRP_5_[60,INF) -0.00131 0.00131 -0.0105 0.0541
4697 native-country_India native-country_Thailand -0.00131 0.00131 0.0207 -0.00408
3810 native-country_Cambodia native-country_Cuba -0.00131 0.00131 0.00721 0.00283
4336 native-country_Germany native-country_Honduras -0.0013 0.0013 0.0122 -0.00766
4338 native-country_Germany native-country_Hungary -0.0013 0.0013 0.0122 -0.00047
4297 native-country_France native-country_Japan -0.0013 0.0013 0.0121 0.0149
4139 native-country_Ecuador native-country_Guatemala -0.0013 0.0013 -0.00672 -0.0201
2509 occupation_Priv-house-serv native-country_Scotland -0.0013 0.0013 -0.0371 0.00041
4390 native-country_Greece native-country_Japan -0.0013 0.0013 0.00245 0.0149
1945 occupation_Armed-Forces native-country_Philippines -0.0013 0.0013 -0.00504 0.0123
3937 native-country_China native-country_Ireland -0.0013 0.0013 0.00291 -0.00206
3464 race_Black native-country_Honduras -0.00129 0.00129 -0.0891 -0.00766
3662 sex_Female native-country_Poland -0.00129 0.00129 -0.216 -0.0041
4757 native-country_Ireland native-country_Italy -0.00129 0.00129 -0.00206 0.0113
3721 sex_Male native-country_Poland 0.00129 0.00129 0.216 -0.0041
4397 native-country_Greece native-country_Poland -0.00128 0.00128 0.00245 -0.0041
2336 occupation_Machine-op-inspct native-country_Honduras 0.00128 0.00128 -0.0694 -0.00766
4825 native-country_Italy hours-per-weekGRP_1_[0,20] -0.00128 0.00128 0.0113 -0.128
305 workclass_? hours-per-weekGRP_2_[20,40] -0.00128 0.00128 -0.0782 -0.153
4972 native-country_Nicaragua native-country_Taiwan -0.00128 0.00128 -0.0138 0.014
882 workclass_Self-emp-not-inc native-country_Yugoslavia -0.00128 0.00128 0.03 0.00696
1558 marital-status_Separated occupation_Tech-support -0.00128 0.00128 -0.0744 0.0257
1218 marital-status_Married-AF-spouse native-country_China -0.00128 0.00128 0.0121 0.00291
4150 native-country_Ecuador native-country_Japan -0.00128 0.00128 -0.00672 0.0149
1420 marital-status_Married-spouse-absent native-country_Japan 0.00128 0.00128 -0.0425 0.0149
5145 native-country_Puerto-Rico ageGRP_3_[30,40] 0.00128 0.00128 -0.0188 0.0568
4304 native-country_France native-country_Poland -0.00128 0.00128 0.0121 -0.0041
3889 native-country_Canada native-country_Outlying-US(Guam-USVI-etc) -0.00127 0.00127 0.0116 -0.0117
3980 native-country_Columbia native-country_France -0.00127 0.00127 -0.0206 0.0121
4217 native-country_El-Salvador native-country_Yugoslavia -0.00127 0.00127 -0.0208 0.00696
3982 native-country_Columbia native-country_Greece -0.00127 0.00127 -0.0206 0.00245
2780 occupation_Tech-support native-country_Ecuador 0.00127 0.00127 0.0257 -0.00672
4263 native-country_England native-country_Trinadad&Tobago -0.00127 0.00127 0.0114 -0.00766
4048 native-country_Cuba native-country_Laos -0.00127 0.00127 0.00283 -0.00713
4060 native-country_Cuba native-country_Thailand -0.00127 0.00127 0.00283 -0.00408
3814 native-country_Cambodia native-country_England -0.00127 0.00127 0.00721 0.0114
1032 workclass_Without-pay native-country_Canada -0.00127 0.00127 -0.0117 0.0116
4096 native-country_Dominican-Republic native-country_Ireland -0.00126 0.00126 -0.023 -0.00206
4157 native-country_Ecuador native-country_Poland -0.00126 0.00126 -0.00672 -0.0041
1237 marital-status_Married-AF-spouse native-country_Italy -0.00126 0.00126 0.0121 0.0113
4548 native-country_Holand-Netherlands education-numGRP_3_[6,8] -0.00126 0.00126 -0.00312 -0.0975
3457 race_Black native-country_England -0.00126 0.00126 -0.0891 0.0114
4179 native-country_Ecuador education-numGRP_6_[13,16) -0.00126 0.00126 -0.00672 0.269
2860 occupation_Transport-moving native-country_Holand-Netherlands -0.00126 0.00126 -0.0215 -0.00312
3977 native-country_Columbia native-country_Ecuador -0.00125 0.00125 -0.0206 -0.00672
3251 relationship_Wife race_Black 0.00125 0.00125 0.123 -0.0891
2804 occupation_Tech-support native-country_Poland 0.00125 0.00125 0.0257 -0.0041
3271 relationship_Wife native-country_Holand-Netherlands -0.00125 0.00125 0.123 -0.00312
4354 native-country_Germany native-country_Scotland -0.00125 0.00125 0.0122 0.00041
3236 relationship_Unmarried ageGRP_5_[50,60] 0.00124 0.00124 -0.143 0.119
4604 native-country_Hong native-country_Jamaica -0.00124 0.00124 0.00343 -0.0137
4250 native-country_England native-country_Laos -0.00124 0.00124 0.0114 -0.00713
4175 native-country_Ecuador education-numGRP_2_[4,6] -0.00124 0.00124 -0.00672 -0.0904
4487 native-country_Haiti native-country_Portugal -0.00124 0.00124 -0.0129 -0.0105
4262 native-country_England native-country_Thailand -0.00124 0.00124 0.0114 -0.00408
846 workclass_Self-emp-not-inc native-country_Cuba 0.00124 0.00124 0.03 0.00283
5123 native-country_Portugal ageGRP_6_[60,INF) 0.00124 0.00124 -0.0105 -0.00294
1063 workclass_Without-pay native-country_Puerto-Rico -0.00123 0.00123 -0.0117 -0.0188
1969 occupation_Armed-Forces hours-per-weekGRP_1_[0,20] 0.00123 0.00123 -0.00504 -0.128
1221 marital-status_Married-AF-spouse native-country_Dominican-Republic -0.00123 0.00123 0.0121 -0.023
4701 native-country_India native-country_Yugoslavia -0.00123 0.00123 0.0207 0.00696
4730 native-country_Iran native-country_Portugal -0.00123 0.00123 0.0151 -0.0105
4775 native-country_Ireland native-country_Vietnam -0.00123 0.00123 -0.00206 -0.0176
2083 occupation_Exec-managerial native-country_China 0.00123 0.00123 0.215 0.00291
4999 native-country_Outlying-US(Guam-USVI-etc) native-country_Puerto-Rico -0.00123 0.00123 -0.0117 -0.0188
4616 native-country_Hong native-country_South -0.00123 0.00123 0.00343 -0.00474
3575 race_White native-country_Columbia 0.00122 0.00122 0.0852 -0.0206
1848 occupation_Adm-clerical native-country_Hong -0.00122 0.00122 -0.09 0.00343
3877 native-country_Canada native-country_Honduras -0.00122 0.00122 0.0116 -0.00766
3879 native-country_Canada native-country_Hungary -0.00122 0.00122 0.0116 -0.00047
5031 native-country_Peru native-country_Taiwan -0.00122 0.00122 -0.0127 0.014
3828 native-country_Cambodia native-country_Jamaica -0.00121 0.00121 0.00721 -0.0137
2979 relationship_Not-in-family race_Amer-Indian-Eskimo 0.00121 0.00121 -0.189 -0.0287
3671 sex_Female native-country_Vietnam 0.00121 0.00121 -0.216 -0.0176
4844 native-country_Jamaica native-country_Trinadad&Tobago -0.00121 0.00121 -0.0137 -0.00766
3730 sex_Male native-country_Vietnam -0.00121 0.00121 0.216 -0.0176
4432 native-country_Guatemala native-country_Ireland -0.00121 0.00121 -0.0201 -0.00206
1255 marital-status_Married-AF-spouse native-country_Vietnam -0.00121 0.00121 0.0121 -0.0176
8 CapitalGainPositive workclass_State-gov -0.0012 0.0012 0.266 0.0148
4064 native-country_Cuba native-country_Yugoslavia -0.0012 0.0012 0.00283 0.00696
4547 native-country_Holand-Netherlands education-numGRP_2_[4,6] -0.0012 0.0012 -0.00312 -0.0904
3840 native-country_Cambodia native-country_South -0.0012 0.0012 0.00721 -0.00474
5186 native-country_South native-country_Trinadad&Tobago -0.0012 0.0012 -0.00474 -0.00766
2411 occupation_Other-service native-country_Guatemala 0.0012 0.0012 -0.156 -0.0201
4855 native-country_Jamaica education-numGRP_2_[4,6] 0.0012 0.0012 -0.0137 -0.0904
4759 native-country_Ireland native-country_Japan -0.00119 0.00119 -0.00206 0.0149
2650 occupation_Protective-serv native-country_Japan -0.00119 0.00119 0.0281 0.0149
4204 native-country_El-Salvador native-country_Outlying-US(Guam-USVI-etc) -0.00119 0.00119 -0.0208 -0.0117
4482 native-country_Haiti native-country_Nicaragua -0.00119 0.00119 -0.0129 -0.0138
3933 native-country_China native-country_Hong -0.00119 0.00119 0.00291 0.00343
593 workclass_Never-worked ageGRP_2_[20,30] 0.00119 0.00119 -0.00826 -0.213
1038 workclass_Without-pay native-country_El-Salvador -0.00119 0.00119 -0.0117 -0.0208
4309 native-country_France native-country_Taiwan -0.00118 0.00118 0.0121 0.014
1228 marital-status_Married-AF-spouse native-country_Guatemala -0.00118 0.00118 0.0121 -0.0201
4725 native-country_Iran native-country_Nicaragua -0.00118 0.00118 0.0151 -0.0138
4573 native-country_Honduras native-country_Puerto-Rico -0.00118 0.00118 -0.00766 -0.0188
4402 native-country_Greece native-country_Taiwan -0.00118 0.00118 0.00245 0.014
4654 native-country_Hungary native-country_Puerto-Rico -0.00118 0.00118 -0.00047 -0.0188
4603 native-country_Hong native-country_Italy -0.00118 0.00118 0.00343 0.0113
4831 native-country_Jamaica native-country_Laos -0.00117 0.00117 -0.0137 -0.00713
4843 native-country_Jamaica native-country_Thailand -0.00117 0.00117 -0.0137 -0.00408
4766 native-country_Ireland native-country_Poland -0.00117 0.00117 -0.00206 -0.0041
4908 native-country_Laos native-country_South -0.00117 0.00117 -0.00713 -0.00474
3895 native-country_Canada native-country_Scotland -0.00117 0.00117 0.0116 0.00041
153 CapitalLossPositive native-country_Cuba -0.00117 0.00117 0.139 0.00283
4266 native-country_England native-country_Yugoslavia -0.00117 0.00117 0.0114 0.00696
5185 native-country_South native-country_Thailand -0.00117 0.00117 -0.00474 -0.00408
2705 occupation_Sales native-country_Cuba -0.00117 0.00117 0.0237 0.00283
1239 marital-status_Married-AF-spouse native-country_Japan -0.00116 0.00116 0.0121 0.0149
4162 native-country_Ecuador native-country_Taiwan -0.00116 0.00116 -0.00672 0.014
3991 native-country_Columbia native-country_Ireland -0.00116 0.00116 -0.0206 -0.00206
1028 workclass_Without-pay sex_Female 0.00116 0.00116 -0.0117 -0.216
2328 occupation_Machine-op-inspct native-country_El-Salvador -0.00116 0.00116 -0.0694 -0.0208
1029 workclass_Without-pay sex_Male -0.00116 0.00116 -0.0117 0.216
3808 native-country_Cambodia native-country_China -0.00116 0.00116 0.00721 0.00291
2256 occupation_Handlers-cleaners native-country_Holand-Netherlands -0.00116 0.00116 -0.0873 -0.00312
3954 native-country_China native-country_Trinadad&Tobago -0.00116 0.00116 0.00291 -0.00766
4744 native-country_Iran ageGRP_5_[50,60] -0.00115 0.00115 0.0151 0.119
2793 occupation_Tech-support native-country_Iran -0.00115 0.00115 0.0257 0.0151
489 workclass_Local-gov native-country_Trinadad&Tobago -0.00115 0.00115 0.0331 -0.00766
4809 native-country_Italy native-country_Trinadad&Tobago -0.00115 0.00115 0.0113 -0.00766
1049 workclass_Without-pay native-country_India -0.00115 0.00115 -0.0117 0.0207
2127 occupation_Exec-managerial ageGRP_6_[60,INF) -0.00115 0.00115 0.215 -0.00294
580 workclass_Never-worked native-country_Philippines -0.00115 0.00115 -0.00826 0.0123
4688 native-country_India native-country_Outlying-US(Guam-USVI-etc) -0.00115 0.00115 0.0207 -0.0117
3827 native-country_Cambodia native-country_Italy -0.00115 0.00115 0.00721 0.0113
4092 native-country_Dominican-Republic native-country_Hong -0.00115 0.00115 -0.023 0.00343
5021 native-country_Outlying-US(Guam-USVI-etc) hours-per-weekGRP_2_[20,40] 0.00115 0.00115 -0.0117 -0.153
1246 marital-status_Married-AF-spouse native-country_Poland -0.00114 0.00114 0.0121 -0.0041
5135 native-country_Puerto-Rico native-country_Scotland -0.00114 0.00114 -0.0188 0.00041
4194 native-country_El-Salvador native-country_Hungary -0.00114 0.00114 -0.0208 -0.00047
3017 relationship_Not-in-family native-country_Poland 0.00114 0.00114 -0.189 -0.0041
4192 native-country_El-Salvador native-country_Honduras -0.00114 0.00114 -0.0208 -0.00766
4484 native-country_Haiti native-country_Peru -0.00114 0.00114 -0.0129 -0.0127
3941 native-country_China native-country_Laos -0.00113 0.00113 0.00291 -0.00713
4621 native-country_Hong native-country_Vietnam -0.00113 0.00113 0.00343 -0.0176
1454 marital-status_Married-spouse-absent hours-per-weekGRP_5_[60,INF) 0.00113 0.00113 -0.0425 0.0541
1495 marital-status_Never-married native-country_France -0.00113 0.00113 -0.318 0.0121
4374 native-country_Germany hours-per-weekGRP_1_[0,20] 0.00113 0.00113 0.0122 -0.128
2253 occupation_Handlers-cleaners native-country_Greece -0.00113 0.00113 -0.0873 0.00245
3953 native-country_China native-country_Thailand -0.00113 0.00113 0.00291 -0.00408
1219 marital-status_Married-AF-spouse native-country_Columbia -0.00113 0.00113 0.0121 -0.0206
951 workclass_State-gov native-country_Holand-Netherlands -0.00113 0.00113 0.0148 -0.00312
5101 native-country_Poland education-numGRP_4_[8,10] -0.00113 0.00113 -0.0041 -0.176
1896 occupation_Armed-Forces occupation_Priv-house-serv -0.00113 0.00113 -0.00504 -0.0371
3811 native-country_Cambodia native-country_Dominican-Republic -0.00112 0.00112 0.00721 -0.023
4113 native-country_Dominican-Republic native-country_Trinadad&Tobago -0.00112 0.00112 -0.023 -0.00766
5228 native-country_Taiwan hours-per-weekGRP_5_[60,INF) 0.00112 0.00112 0.014 0.0541
4727 native-country_Iran native-country_Peru -0.00112 0.00112 0.0151 -0.0127
947 workclass_State-gov native-country_Germany -0.00112 0.00112 0.0148 0.0122
4051 native-country_Cuba native-country_Outlying-US(Guam-USVI-etc) -0.00112 0.00112 0.00283 -0.0117
1035 workclass_Without-pay native-country_Cuba -0.00112 0.00112 -0.0117 0.00283
4808 native-country_Italy native-country_Thailand -0.00111 0.00111 0.0113 -0.00408
4847 native-country_Jamaica native-country_Yugoslavia -0.00111 0.00111 -0.0137 0.00696
355 workclass_Federal-gov native-country_Columbia 0.00111 0.00111 0.0594 -0.0206
4640 native-country_Hungary native-country_India -0.00111 0.00111 -0.00047 0.0207
2841 occupation_Transport-moving race_Other 0.00111 0.00111 -0.0215 -0.0318
4559 native-country_Honduras native-country_India -0.00111 0.00111 -0.00766 0.0207
4919 native-country_Laos ageGRP_5_[50,60] -0.00111 0.00111 -0.00713 0.119
4796 native-country_Italy native-country_Laos -0.00111 0.00111 0.0113 -0.00713
1595 marital-status_Separated native-country_Italy -0.00111 0.00111 -0.0744 0.0113
2150 occupation_Farming-fishing relationship_Other-relative 0.0011 0.0011 -0.0519 -0.0837
5251 native-country_Trinadad&Tobago native-country_Vietnam -0.0011 0.0011 -0.00766 -0.0176
3845 native-country_Cambodia native-country_Vietnam -0.0011 0.0011 0.00721 -0.0176
4210 native-country_El-Salvador native-country_Scotland -0.0011 0.0011 -0.0208 0.00041
5189 native-country_South native-country_Yugoslavia -0.0011 0.0011 -0.00474 0.00696
4428 native-country_Guatemala native-country_Hong -0.0011 0.0011 -0.0201 0.00343
4380 native-country_Greece native-country_Haiti -0.0011 0.0011 0.00245 -0.0129
3692 sex_Male native-country_Canada 0.0011 0.0011 0.216 0.0116
3633 sex_Female native-country_Canada -0.0011 0.0011 -0.216 0.0116
4287 native-country_France native-country_Haiti -0.0011 0.0011 0.0121 -0.0129
4253 native-country_England native-country_Outlying-US(Guam-USVI-etc) -0.00109 0.00109 0.0114 -0.0117
4968 native-country_Nicaragua native-country_Portugal -0.00109 0.00109 -0.0138 -0.0105
1039 workclass_Without-pay native-country_England -0.00109 0.00109 -0.0117 0.0114
1801 occupation_? hours-per-weekGRP_2_[20,40] -0.00109 0.00109 -0.0786 -0.153
4112 native-country_Dominican-Republic native-country_Thailand -0.00109 0.00109 -0.023 -0.00408
4100 native-country_Dominican-Republic native-country_Laos -0.00109 0.00109 -0.023 -0.00713
4386 native-country_Greece native-country_Iran -0.00109 0.00109 0.00245 0.0151
4293 native-country_France native-country_Iran -0.00109 0.00109 0.0121 0.0151
1926 occupation_Armed-Forces native-country_Germany -0.00108 0.00108 -0.00504 0.0122
4771 native-country_Ireland native-country_Taiwan -0.00108 0.00108 -0.00206 0.014
4041 native-country_Cuba native-country_Hungary -0.00108 0.00108 0.00283 -0.00047
4605 native-country_Hong native-country_Japan -0.00108 0.00108 0.00343 0.0149
4039 native-country_Cuba native-country_Honduras -0.00108 0.00108 0.00283 -0.00766
5214 native-country_Taiwan ageGRP_3_[30,40] 0.00108 0.00108 0.014 0.0568
4140 native-country_Ecuador native-country_Haiti -0.00108 0.00108 -0.00672 -0.0129
4913 native-country_Laos native-country_Vietnam -0.00107 0.00107 -0.00713 -0.0176
5231 native-country_Thailand native-country_Vietnam -0.00107 0.00107 -0.00408 -0.0176
4612 native-country_Hong native-country_Poland -0.00107 0.00107 0.00343 -0.0041
3375 race_Amer-Indian-Eskimo hours-per-weekGRP_1_[0,20] -0.00107 0.00107 -0.0287 -0.128
3957 native-country_China native-country_Yugoslavia -0.00107 0.00107 0.00291 0.00696
4146 native-country_Ecuador native-country_Iran -0.00107 0.00107 -0.00672 0.0151
54 CapitalGainPositive native-country_England 0.00107 0.00107 0.266 0.0114
4449 native-country_Guatemala native-country_Trinadad&Tobago -0.00107 0.00107 -0.0201 -0.00766
3163 relationship_Own-child native-country_Vietnam 0.00107 0.00107 -0.229 -0.0176
4694 native-country_India native-country_Scotland -0.00107 0.00107 0.0207 0.00041
3818 native-country_Cambodia native-country_Guatemala -0.00107 0.00107 0.00721 -0.0201
3987 native-country_Columbia native-country_Hong -0.00106 0.00106 -0.0206 0.00343
4546 native-country_Holand-Netherlands education-numGRP_1_[1,4] -0.00106 0.00106 -0.00312 -0.0835
4878 native-country_Japan native-country_Trinadad&Tobago -0.00106 0.00106 0.0149 -0.00766
1750 occupation_? native-country_Columbia -0.00106 0.00106 -0.0786 -0.0206
3829 native-country_Cambodia native-country_Japan -0.00106 0.00106 0.00721 0.0149
2026 occupation_Craft-repair native-country_Outlying-US(Guam-USVI-etc) 0.00106 0.00106 -0.0126 -0.0117
1251 marital-status_Married-AF-spouse native-country_Taiwan -0.00105 0.00105 0.0121 0.014
4812 native-country_Italy native-country_Yugoslavia -0.00105 0.00105 0.0113 0.00696
4241 native-country_England native-country_Honduras -0.00105 0.00105 0.0114 -0.00766
3379 race_Amer-Indian-Eskimo hours-per-weekGRP_5_[60,INF) -0.00105 0.00105 -0.0287 0.0541
4243 native-country_England native-country_Hungary -0.00105 0.00105 0.0114 -0.00047
950 workclass_State-gov native-country_Haiti 0.00105 0.00105 0.0148 -0.0129
4436 native-country_Guatemala native-country_Laos -0.00104 0.00104 -0.0201 -0.00713
4057 native-country_Cuba native-country_Scotland -0.00104 0.00104 0.00283 0.00041
4448 native-country_Guatemala native-country_Thailand -0.00104 0.00104 -0.0201 -0.00408
4556 native-country_Holand-Netherlands hours-per-weekGRP_5_[60,INF) -0.00104 0.00104 -0.00312 0.0541
3836 native-country_Cambodia native-country_Poland -0.00104 0.00104 0.00721 -0.0041
760 workclass_Self-emp-inc native-country_Holand-Netherlands -0.00104 0.00104 0.139 -0.00312
1053 workclass_Without-pay native-country_Jamaica -0.00104 0.00104 -0.0117 -0.0137
4834 native-country_Jamaica native-country_Outlying-US(Guam-USVI-etc) -0.00104 0.00104 -0.0137 -0.0117
5088 native-country_Poland native-country_Trinadad&Tobago -0.00104 0.00104 -0.0041 -0.00766
5027 native-country_Peru native-country_Portugal -0.00104 0.00104 -0.0127 -0.0105
1065 workclass_Without-pay native-country_South -0.00103 0.00103 -0.0117 -0.00474
38 CapitalGainPositive race_Amer-Indian-Eskimo -0.00103 0.00103 0.266 -0.0287
4865 native-country_Japan native-country_Laos -0.00103 0.00103 0.0149 -0.00713
4116 native-country_Dominican-Republic native-country_Yugoslavia -0.00103 0.00103 -0.023 0.00696
4075 native-country_Cuba education-numGRP_5_[10,13] -0.00103 0.00103 0.00283 0.163
467 workclass_Local-gov native-country_Honduras 0.00103 0.00103 0.0331 -0.00766
3809 native-country_Cambodia native-country_Columbia -0.00103 0.00103 0.00721 -0.0206
5001 native-country_Outlying-US(Guam-USVI-etc) native-country_South -0.00103 0.00103 -0.0117 -0.00474
4877 native-country_Japan native-country_Thailand -0.00103 0.00103 0.0149 -0.00408
4008 native-country_Columbia native-country_Trinadad&Tobago -0.00103 0.00103 -0.0206 -0.00766
1917 occupation_Armed-Forces native-country_Canada -0.00102 0.00102 -0.00504 0.0116
254 workclass_? native-country_Columbia -0.00102 0.00102 -0.0782 -0.0206
1407 marital-status_Married-spouse-absent native-country_Germany 0.00102 0.00102 -0.0425 0.0122
4904 native-country_Laos native-country_Poland -0.00101 0.00101 -0.00713 -0.0041
4305 native-country_France native-country_Portugal -0.00101 0.00101 0.0121 -0.0105
5289 native-country_Vietnam native-country_Yugoslavia -0.00101 0.00101 -0.0176 0.00696
3400 race_Asian-Pac-Islander native-country_Holand-Netherlands -0.00101 0.00101 0.0105 -0.00312
5087 native-country_Poland native-country_Thailand -0.00101 0.00101 -0.0041 -0.00408
4259 native-country_England native-country_Scotland -0.00101 0.00101 0.0114 0.00041
851 workclass_Self-emp-not-inc native-country_France -0.00101 0.00101 0.03 0.0121
2237 occupation_Handlers-cleaners race_Other 0.00101 0.00101 -0.0873 -0.0318
4398 native-country_Greece native-country_Portugal -0.00101 0.00101 0.00245 -0.0105
1033 workclass_Without-pay native-country_China -0.001 0.001 -0.0117 0.00291
4563 native-country_Honduras native-country_Jamaica -0.001 0.001 -0.00766 -0.0137
5012 native-country_Outlying-US(Guam-USVI-etc) ageGRP_5_[50,60] 0.001 0.001 -0.0117 0.119
4007 native-country_Columbia native-country_Thailand -0.001 0.001 -0.0206 -0.00408
4476 native-country_Haiti native-country_Ireland -0.001 0.001 -0.0129 -0.00206
1588 marital-status_Separated native-country_Holand-Netherlands -0.001 0.001 -0.0744 -0.00312
4319 native-country_France ageGRP_5_[50,60] 0.001 0.001 0.0121 0.119
3995 native-country_Columbia native-country_Laos -0.001 0.001 -0.0206 -0.00713
1850 occupation_Adm-clerical native-country_India -0.001 0.001 -0.09 0.0207
4965 native-country_Nicaragua native-country_Peru -0.001 0.001 -0.0138 -0.0127
4644 native-country_Hungary native-country_Jamaica -0.001 0.001 -0.00047 -0.0137
3944 native-country_China native-country_Outlying-US(Guam-USVI-etc) -0.001 0.001 0.00291 -0.0117
349 workclass_Federal-gov sex_Female -0.00099 0.00099 0.0594 -0.216
4158 native-country_Ecuador native-country_Portugal -0.00099 0.00099 -0.00672 -0.0105
350 workclass_Federal-gov sex_Male 0.00099 0.00099 0.0594 0.216
1489 marital-status_Never-married native-country_Columbia 0.00099 0.00099 -0.318 -0.0206
4656 native-country_Hungary native-country_South -0.00099 0.00099 -0.00047 -0.00474
1948 occupation_Armed-Forces native-country_Puerto-Rico -0.00099 0.00099 -0.00504 -0.0188
1520 marital-status_Never-married native-country_South 0.00099 0.00099 -0.318 -0.00474
2418 occupation_Other-service native-country_Iran -0.00099 0.00099 -0.156 0.0151
531 workclass_Never-worked occupation_Priv-house-serv -0.00099 0.00099 -0.00826 -0.0371
4719 native-country_Iran native-country_Ireland -0.00099 0.00099 0.0151 -0.00206
4575 native-country_Honduras native-country_South -0.00099 0.00099 -0.00766 -0.00474
1675 marital-status_Widowed native-country_Holand-Netherlands -0.00098 0.00098 -0.0644 -0.00312
4452 native-country_Guatemala native-country_Yugoslavia -0.00098 0.00098 -0.0201 0.00696
5307 native-country_Yugoslavia ageGRP_1_[0,20] -0.00098 0.00098 0.00696 -0.159
4617 native-country_Hong native-country_Taiwan -0.00098 0.00098 0.00343 0.014
2176 occupation_Farming-fishing native-country_Holand-Netherlands -0.00098 0.00098 -0.0519 -0.00312
5262 native-country_Trinadad&Tobago education-numGRP_4_[8,10] -0.00098 0.00098 -0.00766 -0.176
4799 native-country_Italy native-country_Outlying-US(Guam-USVI-etc) -0.00098 0.00098 0.0113 -0.0117
1052 workclass_Without-pay native-country_Italy -0.00098 0.00098 -0.0117 0.0113
4330 native-country_France hours-per-weekGRP_4_[50,60] -0.00098 0.00098 0.0121 0.131
1229 marital-status_Married-AF-spouse native-country_Haiti -0.00098 0.00098 0.0121 -0.0129
2579 occupation_Prof-specialty native-country_Outlying-US(Guam-USVI-etc) 0.00098 0.00098 0.186 -0.0117
4881 native-country_Japan native-country_Yugoslavia -0.00097 0.00097 0.0149 0.00696
2622 occupation_Protective-serv race_Other -0.00097 0.00097 0.0281 -0.0318
366 workclass_Federal-gov native-country_Holand-Netherlands -0.00097 0.00097 0.0594 -0.00312
4300 native-country_France native-country_Nicaragua -0.00097 0.00097 0.0121 -0.0138
1235 marital-status_Married-AF-spouse native-country_Iran -0.00097 0.00097 0.0121 0.0151
4393 native-country_Greece native-country_Nicaragua -0.00097 0.00097 0.00245 -0.0138
4785 native-country_Ireland education-numGRP_3_[6,8] -0.00097 0.00097 -0.00206 -0.0975
4929 native-country_Laos hours-per-weekGRP_3_[40,50] -0.00096 0.00096 -0.00713 0.172
4103 native-country_Dominican-Republic native-country_Outlying-US(Guam-USVI-etc) -0.00096 0.00096 -0.023 -0.0117
5208 native-country_Taiwan native-country_Trinadad&Tobago -0.00096 0.00096 0.014 -0.00766
1036 workclass_Without-pay native-country_Dominican-Republic -0.00096 0.00096 -0.0117 -0.023
5247 native-country_Thailand hours-per-weekGRP_3_[40,50] -0.00096 0.00096 -0.00408 0.172
3932 native-country_China native-country_Honduras -0.00096 0.00096 0.00291 -0.00766
3934 native-country_China native-country_Hungary -0.00096 0.00096 0.00291 -0.00047
3841 native-country_Cambodia native-country_Taiwan -0.00096 0.00096 0.00721 0.014
4840 native-country_Jamaica native-country_Scotland -0.00096 0.00096 -0.0137 0.00041
1923 occupation_Armed-Forces native-country_El-Salvador -0.00095 0.00095 -0.00504 -0.0208
5160 native-country_Scotland native-country_South -0.00095 0.00095 0.00041 -0.00474
5091 native-country_Poland native-country_Yugoslavia -0.00095 0.00095 -0.0041 0.00696
2788 occupation_Tech-support native-country_Holand-Netherlands -0.00095 0.00095 0.0257 -0.00312
4153 native-country_Ecuador native-country_Nicaragua -0.00095 0.00095 -0.00672 -0.0138
4562 native-country_Honduras native-country_Italy -0.00095 0.00095 -0.00766 0.0113
561 workclass_Never-worked native-country_Germany -0.00095 0.00095 -0.00826 0.0122
4643 native-country_Hungary native-country_Italy -0.00095 0.00095 -0.00047 0.0113
3417 race_Asian-Pac-Islander native-country_Portugal -0.00094 0.00094 0.0105 -0.0105
5006 native-country_Outlying-US(Guam-USVI-etc) native-country_Vietnam -0.00094 0.00094 -0.0117 -0.0176
4011 native-country_Columbia native-country_Yugoslavia -0.00094 0.00094 -0.0206 0.00696
1070 workclass_Without-pay native-country_Vietnam -0.00094 0.00094 -0.0117 -0.0176
5207 native-country_Taiwan native-country_Thailand -0.00093 0.00093 0.014 -0.00408
4909 native-country_Laos native-country_Taiwan -0.00093 0.00093 -0.00713 0.014
4091 native-country_Dominican-Republic native-country_Honduras -0.00093 0.00093 -0.023 -0.00766
2248 occupation_Handlers-cleaners native-country_Ecuador -0.00093 0.00093 -0.0873 -0.00672
4093 native-country_Dominican-Republic native-country_Hungary -0.00093 0.00093 -0.023 -0.00047
2154 occupation_Farming-fishing race_Amer-Indian-Eskimo 0.00093 0.00093 -0.0519 -0.0287
4767 native-country_Ireland native-country_Portugal -0.00092 0.00092 -0.00206 -0.0105
3950 native-country_China native-country_Scotland -0.00092 0.00092 0.00291 0.00041
1853 occupation_Adm-clerical native-country_Italy -0.00092 0.00092 -0.09 0.0113
1043 workclass_Without-pay native-country_Guatemala -0.00092 0.00092 -0.0117 -0.0201
4439 native-country_Guatemala native-country_Outlying-US(Guam-USVI-etc) -0.00092 0.00092 -0.0201 -0.0117
3910 native-country_Canada education-numGRP_2_[4,6] -0.00092 0.00092 0.0116 -0.0904
4302 native-country_France native-country_Peru -0.00092 0.00092 0.0121 -0.0127
1934 occupation_Armed-Forces native-country_India -0.00092 0.00092 -0.00504 0.0207
4395 native-country_Greece native-country_Peru -0.00092 0.00092 0.00245 -0.0127
4580 native-country_Honduras native-country_Vietnam -0.00091 0.00091 -0.00766 -0.0176
4868 native-country_Japan native-country_Outlying-US(Guam-USVI-etc) -0.00091 0.00091 0.0149 -0.0117
1054 workclass_Without-pay native-country_Japan -0.00091 0.00091 -0.0117 0.0149
4805 native-country_Italy native-country_Scotland -0.00091 0.00091 0.0113 0.00041
1144 marital-status_Divorced native-country_Ireland -0.00091 0.00091 -0.127 -0.00206
1272 marital-status_Married-AF-spouse hours-per-weekGRP_4_[50,60] 0.00091 0.00091 0.0121 0.131
4472 native-country_Haiti native-country_Hong -0.00091 0.00091 -0.0129 0.00343
4155 native-country_Ecuador native-country_Peru -0.00091 0.00091 -0.00672 -0.0127
4661 native-country_Hungary native-country_Vietnam -0.00091 0.00091 -0.00047 -0.0176
1920 occupation_Armed-Forces native-country_Cuba -0.0009 0.0009 -0.00504 0.00283
552 workclass_Never-worked native-country_Canada -0.0009 0.0009 -0.00826 0.0116
4366 native-country_Germany ageGRP_5_[50,60] 0.0009 0.0009 0.0122 0.119
1247 marital-status_Married-AF-spouse native-country_Portugal -0.0009 0.0009 0.0121 -0.0105
4601 native-country_Hong native-country_Iran -0.0009 0.0009 0.00343 0.0151
4500 native-country_Haiti ageGRP_4_[40,50] -0.00089 0.00089 -0.0129 0.17
4493 native-country_Haiti native-country_Trinadad&Tobago -0.00089 0.00089 -0.0129 -0.00766
1667 marital-status_Widowed native-country_Ecuador 0.00089 0.00089 -0.0644 -0.00672
1061 workclass_Without-pay native-country_Poland -0.00089 0.00089 -0.0117 -0.0041
4427 native-country_Guatemala native-country_Honduras -0.00089 0.00089 -0.0201 -0.00766
3819 native-country_Cambodia native-country_Haiti -0.00089 0.00089 0.00721 -0.0129
4109 native-country_Dominican-Republic native-country_Scotland -0.00089 0.00089 -0.023 0.00041
4285 native-country_France native-country_Greece -0.00089 0.00089 0.0121 0.00245
4997 native-country_Outlying-US(Guam-USVI-etc) native-country_Poland -0.00089 0.00089 -0.0117 -0.0041
4429 native-country_Guatemala native-country_Hungary -0.00089 0.00089 -0.0201 -0.00047
159 CapitalLossPositive native-country_Germany -0.00088 0.00088 0.139 0.0122
4762 native-country_Ireland native-country_Nicaragua -0.00088 0.00088 -0.00206 -0.0138
1924 occupation_Armed-Forces native-country_England -0.00088 0.00088 -0.00504 0.0114
4736 native-country_Iran native-country_Trinadad&Tobago -0.00088 0.00088 0.0151 -0.00766
3825 native-country_Cambodia native-country_Iran -0.00088 0.00088 0.00721 0.0151
361 workclass_Federal-gov native-country_France 0.00088 0.00088 0.0594 0.0121
4136 native-country_Ecuador native-country_France -0.00088 0.00088 -0.00672 0.0121
807 workclass_Self-emp-not-inc marital-status_Married-AF-spouse 0.00088 0.00088 0.03 0.0121
4230 native-country_El-Salvador hours-per-weekGRP_1_[0,20] 0.00088 0.00088 -0.0208 -0.128
5211 native-country_Taiwan native-country_Yugoslavia -0.00088 0.00088 0.014 0.00696
4138 native-country_Ecuador native-country_Greece -0.00088 0.00088 -0.00672 0.00245
1034 workclass_Without-pay native-country_Columbia -0.00088 0.00088 -0.0117 -0.0206
3998 native-country_Columbia native-country_Outlying-US(Guam-USVI-etc) -0.00088 0.00088 -0.0206 -0.0117
4480 native-country_Haiti native-country_Laos -0.00087 0.00087 -0.0129 -0.00713
4492 native-country_Haiti native-country_Thailand -0.00087 0.00087 -0.0129 -0.00408
4645 native-country_Hungary native-country_Japan -0.00087 0.00087 -0.00047 0.0149
1503 marital-status_Never-married native-country_Hungary -0.00087 0.00087 -0.318 -0.00047
1501 marital-status_Never-married native-country_Honduras -0.00087 0.00087 -0.318 -0.00766
583 workclass_Never-worked native-country_Puerto-Rico -0.00087 0.00087 -0.00826 -0.0188
5165 native-country_Scotland native-country_Vietnam -0.00087 0.00087 0.00041 -0.0176
5172 native-country_Scotland ageGRP_6_[60,INF) 0.00087 0.00087 0.00041 -0.00294
4564 native-country_Honduras native-country_Japan -0.00087 0.00087 -0.00766 0.0149
4068 native-country_Cuba ageGRP_4_[40,50] 0.00087 0.00087 0.00283 0.17
2773 occupation_Tech-support native-country_? -0.00086 0.00086 0.0257 0.00304
1710 marital-status_Widowed education-numGRP_3_[6,8] -0.00086 0.00086 -0.0644 -0.0975
4652 native-country_Hungary native-country_Poland -0.00086 0.00086 -0.00047 -0.0041
1009 workclass_Without-pay occupation_Machine-op-inspct 0.00086 0.00086 -0.0117 -0.0694
1242 marital-status_Married-AF-spouse native-country_Nicaragua -0.00086 0.00086 0.0121 -0.0138
1910 occupation_Armed-Forces race_Black 0.00086 0.00086 -0.00504 -0.0891
4735 native-country_Iran native-country_Thailand -0.00086 0.00086 0.0151 -0.00408
4723 native-country_Iran native-country_Laos -0.00086 0.00086 0.0151 -0.00713
4571 native-country_Honduras native-country_Poland -0.00086 0.00086 -0.00766 -0.0041
3383 race_Asian-Pac-Islander sex_Female 0.00086 0.00086 0.0105 -0.216
3384 race_Asian-Pac-Islander sex_Male -0.00086 0.00086 0.0105 0.216
2183 occupation_Farming-fishing native-country_Italy -0.00086 0.00086 -0.0519 0.0113
5042 native-country_Peru ageGRP_6_[60,INF) -0.00085 0.00085 -0.0127 -0.00294
4445 native-country_Guatemala native-country_Scotland -0.00085 0.00085 -0.0201 0.00041
3986 native-country_Columbia native-country_Honduras -0.00085 0.00085 -0.0206 -0.00766
3988 native-country_Columbia native-country_Hungary -0.00085 0.00085 -0.0206 -0.00047
5122 native-country_Portugal ageGRP_5_[50,60] 0.00085 0.00085 -0.0105 0.119
2080 occupation_Exec-managerial native-country_? 0.00084 0.00084 0.215 0.00304
1156 marital-status_Divorced native-country_Puerto-Rico -0.00084 0.00084 -0.127 -0.0188
4613 native-country_Hong native-country_Portugal -0.00084 0.00084 0.00343 -0.0105
558 workclass_Never-worked native-country_El-Salvador -0.00084 0.00084 -0.00826 -0.0208
2934 relationship_Husband native-country_Hungary -0.00084 0.00084 0.401 -0.00047
4874 native-country_Japan native-country_Scotland -0.00084 0.00084 0.0149 0.00041
4764 native-country_Ireland native-country_Peru -0.00084 0.00084 -0.00206 -0.0127
476 workclass_Local-gov native-country_Laos -0.00084 0.00084 0.0331 -0.00713
1950 occupation_Armed-Forces native-country_South -0.00083 0.00083 -0.00504 -0.00474
1938 occupation_Armed-Forces native-country_Jamaica -0.00083 0.00083 -0.00504 -0.0137
4080 native-country_Cuba hours-per-weekGRP_4_[50,60] -0.00083 0.00083 0.00283 0.131
1066 workclass_Without-pay native-country_Taiwan -0.00082 0.00082 -0.0117 0.014
4004 native-country_Columbia native-country_Scotland -0.00082 0.00082 -0.0206 0.00041
5002 native-country_Outlying-US(Guam-USVI-etc) native-country_Taiwan -0.00082 0.00082 -0.0117 0.014
1244 marital-status_Married-AF-spouse native-country_Peru -0.00082 0.00082 0.0121 -0.0127
5084 native-country_Poland native-country_Scotland -0.00082 0.00082 -0.0041 0.00041
4497 native-country_Haiti ageGRP_1_[0,20] -0.00082 0.00082 -0.0129 -0.159
4496 native-country_Haiti native-country_Yugoslavia -0.00082 0.00082 -0.0129 0.00696
946 workclass_State-gov native-country_France -0.00082 0.00082 0.0148 0.0121
4987 native-country_Nicaragua education-numGRP_4_[8,10] 0.00081 0.00081 -0.0138 -0.176
4294 native-country_France native-country_Ireland -0.00081 0.00081 0.0121 -0.00206
569 workclass_Never-worked native-country_India -0.00081 0.00081 -0.00826 0.0207
3837 native-country_Cambodia native-country_Portugal -0.00081 0.00081 0.00721 -0.0105
3221 relationship_Unmarried native-country_Poland -0.00081 0.00081 -0.143 -0.0041
5114 native-country_Portugal native-country_Trinadad&Tobago -0.00081 0.00081 -0.0105 -0.00766
4739 native-country_Iran native-country_Yugoslavia -0.00081 0.00081 0.0151 0.00696
1863 occupation_Adm-clerical native-country_Portugal -0.00081 0.00081 -0.09 -0.0105
4387 native-country_Greece native-country_Ireland -0.00081 0.00081 0.00245 -0.00206
2025 occupation_Craft-repair native-country_Nicaragua -0.0008 0.0008 -0.0126 -0.0138
4014 native-country_Columbia ageGRP_3_[30,40] -0.0008 0.0008 -0.0206 0.0568
4608 native-country_Hong native-country_Nicaragua -0.0008 0.0008 0.00343 -0.0138
4147 native-country_Ecuador native-country_Ireland -0.0008 0.0008 -0.00672 -0.00206
1918 occupation_Armed-Forces native-country_China -0.0008 0.0008 -0.00504 0.00291
4585 native-country_Honduras ageGRP_4_[40,50] 0.00079 0.00079 -0.00766 0.17
4576 native-country_Honduras native-country_Taiwan -0.00079 0.00079 -0.00766 0.014
4524 native-country_Holand-Netherlands native-country_Mexico -0.00079 0.00079 -0.00312 -0.0629
2641 occupation_Protective-serv native-country_Holand-Netherlands -0.00079 0.00079 0.0281 -0.00312
1937 occupation_Armed-Forces native-country_Italy -0.00079 0.00079 -0.00504 0.0113
1225 marital-status_Married-AF-spouse native-country_France -0.00079 0.00079 0.0121 0.0121
555 workclass_Never-worked native-country_Cuba -0.00079 0.00079 -0.00826 0.00283
1227 marital-status_Married-AF-spouse native-country_Greece -0.00079 0.00079 0.0121 0.00245
4905 native-country_Laos native-country_Portugal -0.00079 0.00079 -0.00713 -0.0105
4657 native-country_Hungary native-country_Taiwan -0.00079 0.00079 -0.00047 0.014
5113 native-country_Portugal native-country_Thailand -0.00079 0.00079 -0.0105 -0.00408
4974 native-country_Nicaragua native-country_Trinadad&Tobago -0.00078 0.00078 -0.0138 -0.00766
5266 native-country_Trinadad&Tobago hours-per-weekGRP_2_[20,40] 0.00078 0.00078 -0.00766 -0.153
2941 relationship_Husband native-country_Laos -0.00078 0.00078 0.401 -0.00713
5312 native-country_Yugoslavia ageGRP_6_[60,INF) -0.00078 0.00078 0.00696 -0.00294
1222 marital-status_Married-AF-spouse native-country_Ecuador -0.00078 0.00078 0.0121 -0.00672
3832 native-country_Cambodia native-country_Nicaragua -0.00078 0.00078 0.00721 -0.0138
559 workclass_Never-worked native-country_England -0.00077 0.00077 -0.00826 0.0114
1921 occupation_Armed-Forces native-country_Dominican-Republic -0.00077 0.00077 -0.00504 -0.023
4610 native-country_Hong native-country_Peru -0.00077 0.00077 0.00343 -0.0127
3150 relationship_Own-child native-country_Nicaragua -0.00077 0.00077 -0.229 -0.0138
3077 relationship_Other-relative native-country_Italy -0.00076 0.00076 -0.0837 0.0113
3067 relationship_Other-relative native-country_Greece 0.00076 0.00076 -0.0837 0.00245
1955 occupation_Armed-Forces native-country_Vietnam -0.00076 0.00076 -0.00504 -0.0176
3655 sex_Female native-country_Japan -0.00076 0.00076 -0.216 0.0149
4973 native-country_Nicaragua native-country_Thailand -0.00076 0.00076 -0.0138 -0.00408
4900 native-country_Laos native-country_Nicaragua -0.00076 0.00076 -0.00713 -0.0138
1044 workclass_Without-pay native-country_Haiti -0.00076 0.00076 -0.0117 -0.0129
4483 native-country_Haiti native-country_Outlying-US(Guam-USVI-etc) -0.00076 0.00076 -0.0129 -0.0117
5161 native-country_Scotland native-country_Taiwan -0.00076 0.00076 0.00041 0.014
3714 sex_Male native-country_Japan 0.00076 0.00076 0.216 0.0149
1125 marital-status_Divorced native-country_Canada -0.00075 0.00075 -0.127 0.0116
5033 native-country_Peru native-country_Trinadad&Tobago -0.00075 0.00075 -0.0127 -0.00766
3763 native-country_? native-country_Holand-Netherlands -0.00075 0.00075 0.00304 -0.00312
3834 native-country_Cambodia native-country_Peru -0.00075 0.00075 0.00721 -0.0127
1050 workclass_Without-pay native-country_Iran -0.00075 0.00075 -0.0117 0.0151
4823 native-country_Italy education-numGRP_5_[10,13] -0.00075 0.00075 0.0113 0.163
1202 marital-status_Married-AF-spouse relationship_Husband -0.00075 0.00075 0.0121 0.401
4726 native-country_Iran native-country_Outlying-US(Guam-USVI-etc) -0.00075 0.00075 0.0151 -0.0117
5117 native-country_Portugal native-country_Yugoslavia -0.00075 0.00075 -0.0105 0.00696
2923 relationship_Husband native-country_Ecuador -0.00074 0.00074 0.401 -0.00672
4383 native-country_Greece native-country_Hong -0.00074 0.00074 0.00245 0.00343
4471 native-country_Haiti native-country_Honduras -0.00074 0.00074 -0.0129 -0.00766
1928 occupation_Armed-Forces native-country_Guatemala -0.00074 0.00074 -0.00504 -0.0201
4290 native-country_France native-country_Hong -0.00074 0.00074 0.0121 0.00343
4473 native-country_Haiti native-country_Hungary -0.00074 0.00074 -0.0129 -0.00047
2640 occupation_Protective-serv native-country_Haiti 0.00074 0.00074 0.0281 -0.0129
573 workclass_Never-worked native-country_Jamaica -0.00073 0.00073 -0.00826 -0.0137
4143 native-country_Ecuador native-country_Hong -0.00073 0.00073 -0.00672 0.00343
4560 native-country_Honduras native-country_Iran -0.00073 0.00073 -0.00766 0.0151
3521 race_Other native-country_Germany -0.00073 0.00073 -0.0318 0.0122
1939 occupation_Armed-Forces native-country_Japan -0.00073 0.00073 -0.00504 0.0149
2786 occupation_Tech-support native-country_Guatemala 0.00073 0.00073 0.0257 -0.0201
5032 native-country_Peru native-country_Thailand -0.00073 0.00073 -0.0127 -0.00408
5076 native-country_Philippines education-numGRP_6_[13,16) 0.00073 0.00073 0.0123 0.269
4902 native-country_Laos native-country_Peru -0.00073 0.00073 -0.00713 -0.0127
4641 native-country_Hungary native-country_Iran -0.00073 0.00073 -0.00047 0.0151
585 workclass_Never-worked native-country_South -0.00073 0.00073 -0.00826 -0.00474
1236 marital-status_Married-AF-spouse native-country_Ireland -0.00072 0.00072 0.0121 -0.00206
4311 native-country_France native-country_Trinadad&Tobago -0.00072 0.00072 0.0121 -0.00766
4404 native-country_Greece native-country_Trinadad&Tobago -0.00072 0.00072 0.00245 -0.00766
4365 native-country_Germany ageGRP_4_[40,50] 0.00072 0.00072 0.0122 0.17
3815 native-country_Cambodia native-country_France -0.00072 0.00072 0.00721 0.0121
3817 native-country_Cambodia native-country_Greece -0.00072 0.00072 0.00721 0.00245
4977 native-country_Nicaragua native-country_Yugoslavia -0.00072 0.00072 -0.0138 0.00696
3296 relationship_Wife native-country_Vietnam -0.00072 0.00072 0.123 -0.0176
478 workclass_Local-gov native-country_Nicaragua -0.00072 0.00072 0.0331 -0.0138
4164 native-country_Ecuador native-country_Trinadad&Tobago -0.00071 0.00071 -0.00672 -0.00766
1946 occupation_Armed-Forces native-country_Poland -0.00071 0.00071 -0.00504 -0.0041
1919 occupation_Armed-Forces native-country_Columbia -0.00071 0.00071 -0.00504 -0.0206
3812 native-country_Cambodia native-country_Ecuador -0.00071 0.00071 0.00721 -0.00672
1763 occupation_? native-country_Hong -0.00071 0.00071 -0.0786 0.00343
4489 native-country_Haiti native-country_Scotland -0.00071 0.00071 -0.0129 0.00041
4998 native-country_Outlying-US(Guam-USVI-etc) native-country_Portugal -0.0007 0.0007 -0.0117 -0.0105
484 workclass_Local-gov native-country_Puerto-Rico -0.0007 0.0007 0.0331 -0.0188
4183 native-country_Ecuador hours-per-weekGRP_4_[50,60] -0.0007 0.0007 -0.00672 0.131
4403 native-country_Greece native-country_Thailand -0.0007 0.0007 0.00245 -0.00408
4732 native-country_Iran native-country_Scotland -0.0007 0.0007 0.0151 0.00041
2802 occupation_Tech-support native-country_Peru 0.0007 0.0007 0.0257 -0.0127
572 workclass_Never-worked native-country_Italy -0.0007 0.0007 -0.00826 0.0113
1062 workclass_Without-pay native-country_Portugal -0.0007 0.0007 -0.0117 -0.0105
4391 native-country_Greece native-country_Laos -0.0007 0.0007 0.00245 -0.00713
4298 native-country_France native-country_Laos -0.0007 0.0007 0.0121 -0.00713
553 workclass_Never-worked native-country_China -0.0007 0.0007 -0.00826 0.00291
4310 native-country_France native-country_Thailand -0.0007 0.0007 0.0121 -0.00408
4151 native-country_Ecuador native-country_Laos -0.00069 0.00069 -0.00672 -0.00713
1670 marital-status_Widowed native-country_France 0.00069 0.00069 -0.0644 0.0121
1201 marital-status_Married-AF-spouse occupation_Transport-moving -0.00069 0.00069 0.0121 -0.0215
4163 native-country_Ecuador native-country_Thailand -0.00069 0.00069 -0.00672 -0.00408
2171 occupation_Farming-fishing native-country_France 0.00069 0.00069 -0.0519 0.0121
2193 occupation_Farming-fishing native-country_Portugal -0.00069 0.00069 -0.0519 -0.0105
267 workclass_? native-country_Hong -0.00069 0.00069 -0.0782 0.00343
1672 marital-status_Widowed native-country_Greece 0.00069 0.00069 -0.0644 0.00245
556 workclass_Never-worked native-country_Dominican-Republic -0.00068 0.00068 -0.00826 -0.023
5167 native-country_Scotland ageGRP_1_[0,20] 0.00068 0.00068 0.00041 -0.159
5036 native-country_Peru native-country_Yugoslavia -0.00068 0.00068 -0.0127 0.00696
4923 native-country_Laos education-numGRP_3_[6,8] 0.00067 0.00067 -0.00713 -0.0975
1344 marital-status_Married-civ-spouse native-country_Trinadad&Tobago 0.00067 0.00067 0.445 -0.00766
1057 workclass_Without-pay native-country_Nicaragua -0.00067 0.00067 -0.0117 -0.0138
4964 native-country_Nicaragua native-country_Outlying-US(Guam-USVI-etc) -0.00067 0.00067 -0.0138 -0.0117
5241 native-country_Thailand education-numGRP_3_[6,8] 0.00067 0.00067 -0.00408 -0.0975
590 workclass_Never-worked native-country_Vietnam -0.00067 0.00067 -0.00826 -0.0176
4602 native-country_Hong native-country_Ireland -0.00067 0.00067 0.00343 -0.00206
4572 native-country_Honduras native-country_Portugal -0.00067 0.00067 -0.00766 -0.0105
4630 native-country_Hong education-numGRP_2_[4,6] 0.00067 0.00067 0.00343 -0.0904
4505 native-country_Haiti education-numGRP_3_[6,8] -0.00067 0.00067 -0.0129 -0.0975
4653 native-country_Hungary native-country_Portugal -0.00067 0.00067 -0.00047 -0.0105
4773 native-country_Ireland native-country_Trinadad&Tobago -0.00066 0.00066 -0.00206 -0.00766
1951 occupation_Armed-Forces native-country_Taiwan -0.00066 0.00066 -0.00504 0.014
3826 native-country_Cambodia native-country_Ireland -0.00066 0.00066 0.00721 -0.00206
4407 native-country_Greece native-country_Yugoslavia -0.00066 0.00066 0.00245 0.00696
1232 marital-status_Married-AF-spouse native-country_Hong -0.00066 0.00066 0.0121 0.00343
4314 native-country_France native-country_Yugoslavia -0.00066 0.00066 0.0121 0.00696
4167 native-country_Ecuador native-country_Yugoslavia -0.00065 0.00065 -0.00672 0.00696
5195 native-country_South ageGRP_6_[60,INF) 0.00065 0.00065 -0.00474 -0.00294
5110 native-country_Portugal native-country_Scotland -0.00065 0.00065 -0.0105 0.00041
4567 native-country_Honduras native-country_Nicaragua -0.00065 0.00065 -0.00766 -0.0138
563 workclass_Never-worked native-country_Guatemala -0.00065 0.00065 -0.00826 -0.0201
4648 native-country_Hungary native-country_Nicaragua -0.00065 0.00065 -0.00047 -0.0138
1478 marital-status_Never-married race_Amer-Indian-Eskimo 0.00065 0.00065 -0.318 -0.0287
169 CapitalLossPositive native-country_Ireland -0.00064 0.00064 0.139 -0.00206
1253 marital-status_Married-AF-spouse native-country_Trinadad&Tobago -0.00064 0.00064 0.0121 -0.00766
4316 native-country_France ageGRP_2_[20,30] -0.00064 0.00064 0.0121 -0.213
574 workclass_Never-worked native-country_Japan -0.00064 0.00064 -0.00826 0.0149
4772 native-country_Ireland native-country_Thailand -0.00064 0.00064 -0.00206 -0.00408
4760 native-country_Ireland native-country_Laos -0.00064 0.00064 -0.00206 -0.00713
1059 workclass_Without-pay native-country_Peru -0.00064 0.00064 -0.0117 -0.0127
1216 marital-status_Married-AF-spouse native-country_Cambodia -0.00064 0.00064 0.0121 0.00721
4995 native-country_Outlying-US(Guam-USVI-etc) native-country_Peru -0.00064 0.00064 -0.0117 -0.0127
1252 marital-status_Married-AF-spouse native-country_Thailand -0.00063 0.00063 0.0121 -0.00408
1240 marital-status_Married-AF-spouse native-country_Laos -0.00063 0.00063 0.0121 -0.00713
581 workclass_Never-worked native-country_Poland -0.00063 0.00063 -0.00826 -0.0041
4017 native-country_Columbia ageGRP_6_[60,INF) -0.00063 0.00063 -0.0206 -0.00294
1411 marital-status_Married-spouse-absent native-country_Holand-Netherlands -0.00063 0.00063 -0.0425 -0.00312
1040 workclass_Without-pay native-country_France -0.00062 0.00062 -0.0117 0.0121
4301 native-country_France native-country_Outlying-US(Guam-USVI-etc) -0.00062 0.00062 0.0121 -0.0117
554 workclass_Never-worked native-country_Columbia -0.00062 0.00062 -0.00826 -0.0206
4569 native-country_Honduras native-country_Peru -0.00062 0.00062 -0.00766 -0.0127
1042 workclass_Without-pay native-country_Greece -0.00062 0.00062 -0.0117 0.00245
4394 native-country_Greece native-country_Outlying-US(Guam-USVI-etc) -0.00062 0.00062 0.00245 -0.0117
4650 native-country_Hungary native-country_Peru -0.00062 0.00062 -0.00047 -0.0127
4970 native-country_Nicaragua native-country_Scotland -0.00062 0.00062 -0.0138 0.00041
4015 native-country_Columbia ageGRP_4_[40,50] 0.00061 0.00061 -0.0206 0.17
1929 occupation_Armed-Forces native-country_Haiti -0.00061 0.00061 -0.00504 -0.0129
1037 workclass_Without-pay native-country_Ecuador -0.00061 0.00061 -0.0117 -0.00672
4377 native-country_Germany hours-per-weekGRP_4_[50,60] 0.00061 0.00061 0.0122 0.131
4154 native-country_Ecuador native-country_Outlying-US(Guam-USVI-etc) -0.00061 0.00061 -0.00672 -0.0117
1935 occupation_Armed-Forces native-country_Iran -0.0006 0.0006 -0.00504 0.0151
3822 native-country_Cambodia native-country_Hong -0.0006 0.0006 0.00721 0.00343
4619 native-country_Hong native-country_Trinadad&Tobago -0.0006 0.0006 0.00343 -0.00766
479 workclass_Local-gov native-country_Outlying-US(Guam-USVI-etc) 0.0006 0.0006 0.0331 -0.0117
4776 native-country_Ireland native-country_Yugoslavia -0.0006 0.0006 -0.00206 0.00696
4289 native-country_France native-country_Honduras -0.0006 0.0006 0.0121 -0.00766
4291 native-country_France native-country_Hungary -0.0006 0.0006 0.0121 -0.00047
5120 native-country_Portugal ageGRP_3_[30,40] 0.0006 0.0006 -0.0105 0.0568
4382 native-country_Greece native-country_Honduras -0.0006 0.0006 0.00245 -0.00766
4384 native-country_Greece native-country_Hungary -0.0006 0.0006 0.00245 -0.00047
5029 native-country_Peru native-country_Scotland -0.00059 0.00059 -0.0127 0.00041
4144 native-country_Ecuador native-country_Hungary -0.00059 0.00059 -0.00672 -0.00047
4142 native-country_Ecuador native-country_Honduras -0.00059 0.00059 -0.00672 -0.00766
1256 marital-status_Married-AF-spouse native-country_Yugoslavia -0.00059 0.00059 0.0121 0.00696
1271 marital-status_Married-AF-spouse hours-per-weekGRP_3_[40,50] -0.00058 0.00058 0.0121 0.172
3843 native-country_Cambodia native-country_Trinadad&Tobago -0.00058 0.00058 0.00721 -0.00766
4618 native-country_Hong native-country_Thailand -0.00058 0.00058 0.00343 -0.00408
2357 occupation_Machine-op-inspct native-country_Thailand -0.00058 0.00058 -0.0694 -0.00408
2405 occupation_Other-service native-country_Ecuador 0.00058 0.00058 -0.156 -0.00672
4606 native-country_Hong native-country_Laos -0.00058 0.00058 0.00343 -0.00713
3697 sex_Male native-country_Ecuador 0.00058 0.00058 0.216 -0.00672
586 workclass_Never-worked native-country_Taiwan -0.00058 0.00058 -0.00826 0.014
3638 sex_Female native-country_Ecuador -0.00058 0.00058 -0.216 -0.00672
5066 native-country_Philippines ageGRP_2_[20,30] -0.00058 0.00058 0.0123 -0.213
5229 native-country_Thailand native-country_Trinadad&Tobago -0.00057 0.00057 -0.00408 -0.00766
4911 native-country_Laos native-country_Trinadad&Tobago -0.00057 0.00057 -0.00713 -0.00766
3842 native-country_Cambodia native-country_Thailand -0.00057 0.00057 0.00721 -0.00408
4400 native-country_Greece native-country_Scotland -0.00057 0.00057 0.00245 0.00041
4307 native-country_France native-country_Scotland -0.00057 0.00057 0.0121 0.00041
3830 native-country_Cambodia native-country_Laos -0.00057 0.00057 0.00721 -0.00713
4763 native-country_Ireland native-country_Outlying-US(Guam-USVI-etc) -0.00056 0.00056 -0.00206 -0.0117
1051 workclass_Without-pay native-country_Ireland -0.00056 0.00056 -0.0117 -0.00206
1947 occupation_Armed-Forces native-country_Portugal -0.00056 0.00056 -0.00504 -0.0105
4896 native-country_Japan hours-per-weekGRP_3_[40,50] -0.00056 0.00056 0.0149 0.172
4160 native-country_Ecuador native-country_Scotland -0.00056 0.00056 -0.00672 0.00041
157 CapitalLossPositive native-country_England -0.00055 0.00055 0.139 0.0114
996 workclass_Without-pay marital-status_Married-AF-spouse -0.00055 0.00055 -0.0117 0.0121
2031 occupation_Craft-repair native-country_Puerto-Rico -0.00055 0.00055 -0.0126 -0.0188
4622 native-country_Hong native-country_Yugoslavia -0.00055 0.00055 0.00343 0.00696
4910 native-country_Laos native-country_Thailand -0.00055 0.00055 -0.00713 -0.00408
1243 marital-status_Married-AF-spouse native-country_Outlying-US(Guam-USVI-etc) -0.00055 0.00055 0.0121 -0.0117
4561 native-country_Honduras native-country_Ireland -0.00054 0.00054 -0.00766 -0.00206
3336 race_Amer-Indian-Eskimo native-country_Holand-Netherlands -0.00054 0.00054 -0.0287 -0.00312
4642 native-country_Hungary native-country_Ireland -0.00054 0.00054 -0.00047 -0.00206
5252 native-country_Trinadad&Tobago native-country_Yugoslavia -0.00054 0.00054 -0.00766 0.00696
564 workclass_Never-worked native-country_Haiti -0.00054 0.00054 -0.00826 -0.0129
3846 native-country_Cambodia native-country_Yugoslavia -0.00054 0.00054 0.00721 0.00696
1942 occupation_Armed-Forces native-country_Nicaragua -0.00054 0.00054 -0.00504 -0.0138
498 workclass_Local-gov ageGRP_6_[60,INF) 0.00053 0.00053 0.0331 -0.00294
1231 marital-status_Married-AF-spouse native-country_Honduras -0.00053 0.00053 0.0121 -0.00766
570 workclass_Never-worked native-country_Iran -0.00053 0.00053 -0.00826 0.0151
2776 occupation_Tech-support native-country_China -0.00053 0.00053 0.0257 0.00291
1233 marital-status_Married-AF-spouse native-country_Hungary -0.00053 0.00053 0.0121 -0.00047
4914 native-country_Laos native-country_Yugoslavia -0.00052 0.00052 -0.00713 0.00696
4769 native-country_Ireland native-country_Scotland -0.00052 0.00052 -0.00206 0.00041
5232 native-country_Thailand native-country_Yugoslavia -0.00052 0.00052 -0.00408 0.00696
3302 relationship_Wife ageGRP_5_[50,60] 0.00052 0.00052 0.123 0.119
2701 occupation_Sales native-country_Cambodia -0.00052 0.00052 0.0237 0.00721
1944 occupation_Armed-Forces native-country_Peru -0.00051 0.00051 -0.00504 -0.0127
1371 marital-status_Married-spouse-absent occupation_Craft-repair -0.00051 0.00051 -0.0425 -0.0126
4609 native-country_Hong native-country_Outlying-US(Guam-USVI-etc) -0.00051 0.00051 0.00343 -0.0117
1047 workclass_Without-pay native-country_Hong -0.00051 0.00051 -0.0117 0.00343
3257 relationship_Wife native-country_Cambodia 0.00051 0.00051 0.123 0.00721
3525 race_Other native-country_Holand-Netherlands -0.00051 0.00051 -0.0318 -0.00312
4370 native-country_Germany education-numGRP_3_[6,8] 0.00051 0.00051 0.0122 -0.0975
1249 marital-status_Married-AF-spouse native-country_Scotland -0.00051 0.00051 0.0121 0.00041
869 workclass_Self-emp-not-inc native-country_Outlying-US(Guam-USVI-etc) -0.00051 0.00051 0.03 -0.0117
1068 workclass_Without-pay native-country_Trinadad&Tobago -0.0005 0.0005 -0.0117 -0.00766
1031 workclass_Without-pay native-country_Cambodia -0.0005 0.0005 -0.0117 0.00721
4852 native-country_Jamaica ageGRP_5_[50,60] -0.0005 0.0005 -0.0137 0.119
3833 native-country_Cambodia native-country_Outlying-US(Guam-USVI-etc) -0.0005 0.0005 0.00721 -0.0117
5004 native-country_Outlying-US(Guam-USVI-etc) native-country_Trinadad&Tobago -0.0005 0.0005 -0.0117 -0.00766
4269 native-country_England ageGRP_3_[30,40] 0.0005 0.0005 0.0114 0.0568
4599 native-country_Hong native-country_Hungary -0.0005 0.0005 0.00343 -0.00047
1927 occupation_Armed-Forces native-country_Greece -0.0005 0.0005 -0.00504 0.00245
4557 native-country_Honduras native-country_Hong -0.0005 0.0005 -0.00766 0.00343
5043 native-country_Peru education-numGRP_1_[1,4] -0.0005 0.0005 -0.0127 -0.0835
1925 occupation_Armed-Forces native-country_France -0.0005 0.0005 -0.00504 0.0121
2927 relationship_Husband native-country_Germany -0.00049 0.00049 0.401 0.0122
902 workclass_State-gov marital-status_Married-AF-spouse 0.00049 0.00049 0.0148 0.0121
5003 native-country_Outlying-US(Guam-USVI-etc) native-country_Thailand -0.00049 0.00049 -0.0117 -0.00408
1087 workclass_Without-pay hours-per-weekGRP_4_[50,60] -0.00049 0.00049 -0.0117 0.131
582 workclass_Never-worked native-country_Portugal -0.00049 0.00049 -0.00826 -0.0105
4901 native-country_Laos native-country_Outlying-US(Guam-USVI-etc) -0.00049 0.00049 -0.00713 -0.0117
1055 workclass_Without-pay native-country_Laos -0.00049 0.00049 -0.0117 -0.00713
1067 workclass_Without-pay native-country_Thailand -0.00049 0.00049 -0.0117 -0.00408
1922 occupation_Armed-Forces native-country_Ecuador -0.00049 0.00049 -0.00504 -0.00672
383 workclass_Federal-gov native-country_Portugal -0.00049 0.00049 0.0594 -0.0105
2700 occupation_Sales native-country_? 0.00048 0.00048 0.0237 0.00304
3823 native-country_Cambodia native-country_Hungary -0.00048 0.00048 0.00721 -0.00047
4659 native-country_Hungary native-country_Trinadad&Tobago -0.00048 0.00048 -0.00047 -0.00766
769 workclass_Self-emp-inc native-country_Japan -0.00048 0.00048 0.139 0.0149
3821 native-country_Cambodia native-country_Honduras -0.00048 0.00048 0.00721 -0.00766
4578 native-country_Honduras native-country_Trinadad&Tobago -0.00048 0.00048 -0.00766 -0.00766
4615 native-country_Hong native-country_Scotland -0.00048 0.00048 0.00343 0.00041
4646 native-country_Hungary native-country_Laos -0.00047 0.00047 -0.00047 -0.00713
4577 native-country_Honduras native-country_Thailand -0.00047 0.00047 -0.00766 -0.00408
904 workclass_State-gov marital-status_Married-spouse-absent 0.00047 0.00047 0.0148 -0.0425
577 workclass_Never-worked native-country_Nicaragua -0.00047 0.00047 -0.00826 -0.0138
4565 native-country_Honduras native-country_Laos -0.00047 0.00047 -0.00766 -0.00713
4658 native-country_Hungary native-country_Thailand -0.00047 0.00047 -0.00047 -0.00408
3354 race_Amer-Indian-Eskimo native-country_Puerto-Rico -0.00047 0.00047 -0.0287 -0.0188
1071 workclass_Without-pay native-country_Yugoslavia -0.00046 0.00046 -0.0117 0.00696
5007 native-country_Outlying-US(Guam-USVI-etc) native-country_Yugoslavia -0.00046 0.00046 -0.0117 0.00696
3722 sex_Male native-country_Portugal 0.00046 0.00046 0.216 -0.0105
4717 native-country_India hours-per-weekGRP_4_[50,60] 0.00046 0.00046 0.0207 0.131
5163 native-country_Scotland native-country_Trinadad&Tobago -0.00046 0.00046 0.00041 -0.00766
3839 native-country_Cambodia native-country_Scotland -0.00046 0.00046 0.00721 0.00041
4593 native-country_Honduras education-numGRP_6_[13,16) -0.00046 0.00046 -0.00766 0.269
2707 occupation_Sales native-country_Ecuador -0.00046 0.00046 0.0237 -0.00672
1604 marital-status_Separated native-country_Poland 0.00046 0.00046 -0.0744 -0.0041
4743 native-country_Iran ageGRP_4_[40,50] -0.00046 0.00046 0.0151 0.17
3663 sex_Female native-country_Portugal -0.00046 0.00046 -0.216 -0.0105
1936 occupation_Armed-Forces native-country_Ireland -0.00045 0.00045 -0.00504 -0.00206
5162 native-country_Scotland native-country_Thailand -0.00045 0.00045 0.00041 -0.00408
579 workclass_Never-worked native-country_Peru -0.00045 0.00045 -0.00826 -0.0127
4907 native-country_Laos native-country_Scotland -0.00045 0.00045 -0.00713 0.00041
3024 relationship_Not-in-family native-country_Trinadad&Tobago 0.00045 0.00045 -0.189 -0.00766
1440 marital-status_Married-spouse-absent ageGRP_3_[30,40] -0.00044 0.00044 -0.0425 0.0568
3397 race_Asian-Pac-Islander native-country_Greece 0.00044 0.00044 0.0105 0.00245
562 workclass_Never-worked native-country_Greece -0.00044 0.00044 -0.00826 0.00245
4662 native-country_Hungary native-country_Yugoslavia -0.00044 0.00044 -0.00047 0.00696
560 workclass_Never-worked native-country_France -0.00044 0.00044 -0.00826 0.0121
1189 marital-status_Married-AF-spouse occupation_Armed-Forces -0.00044 0.00044 0.0121 -0.00504
4918 native-country_Laos ageGRP_4_[40,50] 0.00044 0.00044 -0.00713 0.17
4581 native-country_Honduras native-country_Yugoslavia -0.00044 0.00044 -0.00766 0.00696
5179 native-country_Scotland hours-per-weekGRP_1_[0,20] -0.00044 0.00044 0.00041 -0.128
4528 native-country_Holand-Netherlands native-country_Philippines -0.00043 0.00043 -0.00312 0.0123
1058 workclass_Without-pay native-country_Outlying-US(Guam-USVI-etc) -0.00043 0.00043 -0.0117 -0.0117
5166 native-country_Scotland native-country_Yugoslavia -0.00043 0.00043 0.00041 0.00696
557 workclass_Never-worked native-country_Ecuador -0.00043 0.00043 -0.00826 -0.00672
2631 occupation_Protective-serv native-country_Cuba 0.00043 0.00043 0.0281 0.00283
1784 occupation_? native-country_Trinadad&Tobago -0.00042 0.00042 -0.0786 -0.00766
5320 native-country_Yugoslavia hours-per-weekGRP_2_[20,40] 0.00042 0.00042 0.00696 -0.153
1492 marital-status_Never-married native-country_Ecuador -0.00042 0.00042 -0.318 -0.00672
1747 occupation_? native-country_Cambodia -0.00042 0.00042 -0.0786 0.00721
1046 workclass_Without-pay native-country_Honduras -0.00041 0.00041 -0.0117 -0.00766
4649 native-country_Hungary native-country_Outlying-US(Guam-USVI-etc) -0.00041 0.00041 -0.00047 -0.0117
1048 workclass_Without-pay native-country_Hungary -0.00041 0.00041 -0.0117 -0.00047
5434 education-numGRP_4_[8,10] hours-per-weekGRP_1_[0,20] -0.00041 0.00041 -0.176 -0.128
1932 occupation_Armed-Forces native-country_Hong -0.00041 0.00041 -0.00504 0.00343
4568 native-country_Honduras native-country_Outlying-US(Guam-USVI-etc) -0.00041 0.00041 -0.00766 -0.0117
2400 occupation_Other-service native-country_Canada -0.00041 0.00041 -0.156 0.0116
1953 occupation_Armed-Forces native-country_Trinadad&Tobago -0.0004 0.0004 -0.00504 -0.00766
2883 occupation_Transport-moving native-country_Trinadad&Tobago 0.0004 0.0004 -0.0215 -0.00766
571 workclass_Never-worked native-country_Ireland -0.0004 0.0004 -0.00826 -0.00206
3227 relationship_Unmarried native-country_Thailand 0.0004 0.0004 -0.143 -0.00408
4558 native-country_Honduras native-country_Hungary -0.0004 0.0004 -0.00766 -0.00047
188 CapitalLossPositive native-country_Vietnam -0.0004 0.0004 0.139 -0.0176
1064 workclass_Without-pay native-country_Scotland -0.0004 0.0004 -0.0117 0.00041
5000 native-country_Outlying-US(Guam-USVI-etc) native-country_Scotland -0.0004 0.0004 -0.0117 0.00041
1916 occupation_Armed-Forces native-country_Cambodia -0.0004 0.0004 -0.00504 0.00721
251 workclass_? native-country_Cambodia -0.00039 0.00039 -0.0782 0.00721
516 workclass_Never-worked marital-status_Married-AF-spouse -0.00039 0.00039 -0.00826 0.0121
1952 occupation_Armed-Forces native-country_Thailand -0.00039 0.00039 -0.00504 -0.00408
1940 occupation_Armed-Forces native-country_Laos -0.00039 0.00039 -0.00504 -0.00713
288 workclass_? native-country_Trinadad&Tobago -0.00039 0.00039 -0.0782 -0.00766
165 CapitalLossPositive native-country_Hong 0.00039 0.00039 0.139 0.00343
4655 native-country_Hungary native-country_Scotland -0.00038 0.00038 -0.00047 0.00041
875 workclass_Self-emp-not-inc native-country_Scotland 0.00038 0.00038 0.03 0.00041
4574 native-country_Honduras native-country_Scotland -0.00038 0.00038 -0.00766 0.00041
2325 occupation_Machine-op-inspct native-country_Cuba 0.00038 0.00038 -0.0694 0.00283
508 workclass_Local-gov hours-per-weekGRP_4_[50,60] -0.00038 0.00038 0.0331 0.131
1600 marital-status_Separated native-country_Nicaragua -0.00038 0.00038 -0.0744 -0.0138
2490 occupation_Priv-house-serv native-country_Holand-Netherlands -0.00038 0.00038 -0.0371 -0.00312
4784 native-country_Ireland education-numGRP_2_[4,6] -0.00037 0.00037 -0.00206 -0.0904
462 workclass_Local-gov native-country_Germany 0.00037 0.00037 0.0331 0.0122
1956 occupation_Armed-Forces native-country_Yugoslavia -0.00037 0.00037 -0.00504 0.00696
1120 marital-status_Divorced race_White 0.00037 0.00037 -0.127 0.0852
3287 relationship_Wife native-country_Poland 0.00037 0.00037 0.123 -0.0041
1190 marital-status_Married-AF-spouse occupation_Craft-repair 0.00036 0.00036 0.0121 -0.0126
667 workclass_Private native-country_India 0.00036 0.00036 -0.0785 0.0207
4335 native-country_Germany native-country_Holand-Netherlands -0.00036 0.00036 0.0122 -0.00312
567 workclass_Never-worked native-country_Hong -0.00036 0.00036 -0.00826 0.00343
3855 native-country_Cambodia education-numGRP_3_[6,8] 0.00036 0.00036 0.00721 -0.0975
11 CapitalGainPositive marital-status_Married-AF-spouse 0.00035 0.00035 0.266 0.0121
2000 occupation_Craft-repair native-country_Canada -0.00035 0.00035 -0.0126 0.0116
3116 relationship_Own-child race_Amer-Indian-Eskimo -0.00035 0.00035 -0.229 -0.0287
643 workclass_Private race_Black -0.00035 0.00035 -0.0785 -0.0891
4367 native-country_Germany ageGRP_6_[60,INF) 0.00035 0.00035 0.0122 -0.00294
588 workclass_Never-worked native-country_Trinadad&Tobago -0.00035 0.00035 -0.00826 -0.00766
551 workclass_Never-worked native-country_Cambodia -0.00035 0.00035 -0.00826 0.00721
657 workclass_Private native-country_England 0.00034 0.00034 -0.0785 0.0114
1943 occupation_Armed-Forces native-country_Outlying-US(Guam-USVI-etc) -0.00034 0.00034 -0.00504 -0.0117
3876 native-country_Canada native-country_Holand-Netherlands -0.00034 0.00034 0.0116 -0.00312
833 workclass_Self-emp-not-inc relationship_Wife 0.00034 0.00034 0.03 0.123
1375 marital-status_Married-spouse-absent occupation_Machine-op-inspct 0.00034 0.00034 -0.0425 -0.0694
1004 workclass_Without-pay occupation_Armed-Forces -0.00034 0.00034 -0.0117 -0.00504
575 workclass_Never-worked native-country_Laos -0.00034 0.00034 -0.00826 -0.00713
1868 occupation_Adm-clerical native-country_Thailand -0.00034 0.00034 -0.09 -0.00408
587 workclass_Never-worked native-country_Thailand -0.00034 0.00034 -0.00826 -0.00408
4531 native-country_Holand-Netherlands native-country_Puerto-Rico -0.00033 0.00033 -0.00312 -0.0188
1933 occupation_Armed-Forces native-country_Hungary -0.00033 0.00033 -0.00504 -0.00047
591 workclass_Never-worked native-country_Yugoslavia -0.00033 0.00033 -0.00826 0.00696
1931 occupation_Armed-Forces native-country_Honduras -0.00033 0.00033 -0.00504 -0.00766
53 CapitalGainPositive native-country_El-Salvador 0.00033 0.00033 0.266 -0.0208
1949 occupation_Armed-Forces native-country_Scotland -0.00032 0.00032 -0.00504 0.00041
2706 occupation_Sales native-country_Dominican-Republic 0.00032 0.00032 0.0237 -0.023
4672 native-country_Hungary education-numGRP_4_[8,10] -0.00032 0.00032 -0.00047 -0.176
4191 native-country_El-Salvador native-country_Holand-Netherlands -0.00032 0.00032 -0.0208 -0.00312
4591 native-country_Honduras education-numGRP_4_[8,10] -0.00032 0.00032 -0.00766 -0.176
834 workclass_Self-emp-not-inc race_Amer-Indian-Eskimo -0.00032 0.00032 0.03 -0.0287
4704 native-country_India ageGRP_3_[30,40] -0.00031 0.00031 0.0207 0.0568
4320 native-country_France ageGRP_6_[60,INF) -0.00031 0.00031 0.0121 -0.00294
4413 native-country_Greece ageGRP_6_[60,INF) -0.00031 0.00031 0.00245 -0.00294
4517 native-country_Holand-Netherlands native-country_India -0.00031 0.00031 -0.00312 0.0207
578 workclass_Never-worked native-country_Outlying-US(Guam-USVI-etc) -0.0003 0.0003 -0.00826 -0.0117
4038 native-country_Cuba native-country_Holand-Netherlands -0.0003 0.0003 0.00283 -0.00312
514 workclass_Never-worked workclass_Without-pay -0.0003 0.0003 -0.00826 -0.0117
566 workclass_Never-worked native-country_Honduras -0.00029 0.00029 -0.00826 -0.00766
568 workclass_Never-worked native-country_Hungary -0.00029 0.00029 -0.00826 -0.00047
4020 native-country_Columbia education-numGRP_3_[6,8] 0.00029 0.00029 -0.0206 -0.0975
4240 native-country_England native-country_Holand-Netherlands -0.00029 0.00029 0.0114 -0.00312
4533 native-country_Holand-Netherlands native-country_South -0.00028 0.00028 -0.00312 -0.00474
584 workclass_Never-worked native-country_Scotland -0.00028 0.00028 -0.00826 0.00041
5070 native-country_Philippines ageGRP_6_[60,INF) -0.00028 0.00028 0.0123 -0.00294
4521 native-country_Holand-Netherlands native-country_Jamaica -0.00028 0.00028 -0.00312 -0.0137
2784 occupation_Tech-support native-country_Germany 0.00027 0.00027 0.0257 0.0122
515 workclass_Never-worked marital-status_Divorced 0.00027 0.00027 -0.00826 -0.127
3931 native-country_China native-country_Holand-Netherlands -0.00027 0.00027 0.00291 -0.00312
4090 native-country_Dominican-Republic native-country_Holand-Netherlands -0.00026 0.00026 -0.023 -0.00312
351 workclass_Federal-gov native-country_? -0.00026 0.00026 0.0594 0.00304
4520 native-country_Holand-Netherlands native-country_Italy -0.00026 0.00026 -0.00312 0.0113
3264 relationship_Wife native-country_El-Salvador -0.00026 0.00026 0.123 -0.0208
4184 native-country_Ecuador hours-per-weekGRP_5_[60,INF) 0.00026 0.00026 -0.00672 0.0541
1510 marital-status_Never-married native-country_Laos 0.00026 0.00026 -0.318 -0.00713
1197 marital-status_Married-AF-spouse occupation_Prof-specialty 0.00026 0.00026 0.0121 0.186
4426 native-country_Guatemala native-country_Holand-Netherlands -0.00025 0.00025 -0.0201 -0.00312
1845 occupation_Adm-clerical native-country_Haiti -0.00025 0.00025 -0.09 -0.0129
2575 occupation_Prof-specialty native-country_Japan 0.00025 0.00025 0.186 0.0149
4538 native-country_Holand-Netherlands native-country_Vietnam -0.00025 0.00025 -0.00312 -0.0176
3985 native-country_Columbia native-country_Holand-Netherlands -0.00024 0.00024 -0.0206 -0.00312
524 workclass_Never-worked occupation_Armed-Forces -0.00024 0.00024 -0.00826 -0.00504
4522 native-country_Holand-Netherlands native-country_Japan -0.00024 0.00024 -0.00312 0.0149
4529 native-country_Holand-Netherlands native-country_Poland -0.00024 0.00024 -0.00312 -0.0041
3850 native-country_Cambodia ageGRP_4_[40,50] -0.00023 0.00023 0.00721 0.17
3190 relationship_Unmarried native-country_? 0.00023 0.00023 -0.143 0.00304
3200 relationship_Unmarried native-country_France -0.00023 0.00023 -0.143 0.0121
3020 relationship_Not-in-family native-country_Scotland -0.00022 0.00022 -0.189 0.00041
4534 native-country_Holand-Netherlands native-country_Taiwan -0.00022 0.00022 -0.00312 0.014
666 workclass_Private native-country_Hungary -0.00021 0.00021 -0.0785 -0.00047
2103 occupation_Exec-managerial native-country_Jamaica -0.00021 0.00021 0.215 -0.0137
162 CapitalLossPositive native-country_Haiti -0.00021 0.00021 0.139 -0.0129
4470 native-country_Haiti native-country_Holand-Netherlands -0.0002 0.0002 -0.0129 -0.00312
4518 native-country_Holand-Netherlands native-country_Iran -0.0002 0.0002 -0.00312 0.0151
4530 native-country_Holand-Netherlands native-country_Portugal -0.00019 0.00019 -0.00312 -0.0105
1673 marital-status_Widowed native-country_Guatemala 0.00019 0.00019 -0.0644 -0.0201
2876 occupation_Transport-moving native-country_Poland 0.00019 0.00019 -0.0215 -0.0041
4824 native-country_Italy education-numGRP_6_[13,16) -0.00019 0.00019 0.0113 0.269
1597 marital-status_Separated native-country_Japan 0.00019 0.00019 -0.0744 0.0149
4525 native-country_Holand-Netherlands native-country_Nicaragua -0.00018 0.00018 -0.00312 -0.0138
2201 occupation_Farming-fishing native-country_Vietnam -0.00018 0.00018 -0.0519 -0.0176
2429 occupation_Other-service native-country_Poland -0.00017 0.00017 -0.156 -0.0041
4381 native-country_Greece native-country_Holand-Netherlands -0.00017 0.00017 0.00245 -0.00312
4527 native-country_Holand-Netherlands native-country_Peru -0.00017 0.00017 -0.00312 -0.0127
1027 workclass_Without-pay race_White 0.00017 0.00017 -0.0117 0.0852
4288 native-country_France native-country_Holand-Netherlands -0.00017 0.00017 0.0121 -0.00312
4141 native-country_Ecuador native-country_Holand-Netherlands -0.00016 0.00016 -0.00672 -0.00312
4980 native-country_Nicaragua ageGRP_3_[30,40] 0.00016 0.00016 -0.0138 0.0568
492 workclass_Local-gov native-country_Yugoslavia -0.00016 0.00016 0.0331 0.00696
2313 occupation_Machine-op-inspct race_Amer-Indian-Eskimo -0.00016 0.00016 -0.0694 -0.0287
2986 relationship_Not-in-family native-country_? 0.00016 0.00016 -0.189 0.00304
4519 native-country_Holand-Netherlands native-country_Ireland -0.00015 0.00015 -0.00312 -0.00206
1230 marital-status_Married-AF-spouse native-country_Holand-Netherlands -0.00015 0.00015 0.0121 -0.00312
2320 occupation_Machine-op-inspct native-country_? 0.00015 0.00015 -0.0694 0.00304
2521 occupation_Priv-house-serv ageGRP_5_[50,60] 0.00015 0.00015 -0.0371 0.119
4515 native-country_Holand-Netherlands native-country_Hong -0.00014 0.00014 -0.00312 0.00343
5121 native-country_Portugal ageGRP_4_[40,50] 0.00014 0.00014 -0.0105 0.17
47 CapitalGainPositive native-country_Canada -0.00014 0.00014 0.266 0.0116
4535 native-country_Holand-Netherlands native-country_Thailand -0.00013 0.00013 -0.00312 -0.00408
4523 native-country_Holand-Netherlands native-country_Laos -0.00013 0.00013 -0.00312 -0.00713
3820 native-country_Cambodia native-country_Holand-Netherlands -0.00013 0.00013 0.00721 -0.00312
4536 native-country_Holand-Netherlands native-country_Trinadad&Tobago -0.00013 0.00013 -0.00312 -0.00766
1155 marital-status_Divorced native-country_Portugal -0.00013 0.00013 -0.127 -0.0105
4509 native-country_Haiti hours-per-weekGRP_1_[0,20] 0.00013 0.00013 -0.0129 -0.128
4539 native-country_Holand-Netherlands native-country_Yugoslavia -0.00012 0.00012 -0.00312 0.00696
5311 native-country_Yugoslavia ageGRP_5_[50,60] -0.00012 0.00012 0.00696 0.119
4516 native-country_Holand-Netherlands native-country_Hungary -0.00011 0.00011 -0.00312 -0.00047
4514 native-country_Holand-Netherlands native-country_Honduras -0.00011 0.00011 -0.00312 -0.00766
5290 native-country_Vietnam ageGRP_1_[0,20] 0.00011 0.00011 -0.0176 -0.159
1783 occupation_? native-country_Thailand -0.00011 0.00011 -0.0786 -0.00408
1771 occupation_? native-country_Laos -0.00011 0.00011 -0.0786 -0.00713
4526 native-country_Holand-Netherlands native-country_Outlying-US(Guam-USVI-etc) -0.00011 0.00011 -0.00312 -0.0117
1045 workclass_Without-pay native-country_Holand-Netherlands -0.00011 0.00011 -0.0117 -0.00312
4532 native-country_Holand-Netherlands native-country_Scotland -0.00011 0.00011 -0.00312 0.00041
391 workclass_Federal-gov native-country_Vietnam 0.0001 0.0001 0.0594 -0.0176
1259 marital-status_Married-AF-spouse ageGRP_3_[30,40] -0.0001 0.0001 0.0121 0.0568
1930 occupation_Armed-Forces native-country_Holand-Netherlands -9e-05 9e-05 -0.00504 -0.00312
287 workclass_? native-country_Thailand -8e-05 8e-05 -0.0782 -0.00408
857 workclass_Self-emp-not-inc native-country_Honduras -8e-05 8e-05 0.03 -0.00766
565 workclass_Never-worked native-country_Holand-Netherlands -8e-05 8e-05 -0.00826 -0.00312
275 workclass_? native-country_Laos -8e-05 8e-05 -0.0782 -0.00713
4631 native-country_Hong education-numGRP_3_[6,8] 7e-05 7e-05 0.00343 -0.0975
3698 sex_Male native-country_El-Salvador 7e-05 7e-05 0.216 -0.0208
5093 native-country_Poland ageGRP_2_[20,30] -7e-05 7e-05 -0.0041 -0.213
3639 sex_Female native-country_El-Salvador -7e-05 7e-05 -0.216 -0.0208
4506 native-country_Haiti education-numGRP_4_[8,10] -7e-05 7e-05 -0.0129 -0.176
4597 native-country_Honduras hours-per-weekGRP_4_[50,60] -6e-05 6e-05 -0.00766 0.131
4498 native-country_Haiti ageGRP_2_[20,30] -6e-05 6e-05 -0.0129 -0.213
4826 native-country_Italy hours-per-weekGRP_2_[20,40] 6e-05 6e-05 0.0113 -0.153
1324 marital-status_Married-civ-spouse native-country_Hungary 6e-05 6e-05 0.445 -0.00047
2039 occupation_Craft-repair native-country_Yugoslavia -6e-05 6e-05 -0.0126 0.00696
3280 relationship_Wife native-country_Japan 5e-05 5e-05 0.123 0.0149
258 workclass_? native-country_El-Salvador 5e-05 5e-05 -0.0782 -0.0208
4364 native-country_Germany ageGRP_3_[30,40] 5e-05 5e-05 0.0122 0.0568
3512 race_Other native-country_Canada -4e-05 4e-05 -0.0318 0.0116
5168 native-country_Scotland ageGRP_2_[20,30] -3e-05 3e-05 0.00041 -0.213
755 workclass_Self-emp-inc native-country_France 3e-05 3e-05 0.139 0.0121
5013 native-country_Outlying-US(Guam-USVI-etc) ageGRP_6_[60,INF) -2e-05 2e-05 -0.0117 -0.00294
4173 native-country_Ecuador ageGRP_6_[60,INF) -2e-05 2e-05 -0.00672 -0.00294
3803 native-country_? hours-per-weekGRP_2_[20,40] -1e-05 1e-05 0.00304 -0.153
5103 native-country_Poland education-numGRP_6_[13,16) 1e-05 1e-05 -0.0041 0.269
1317 marital-status_Married-civ-spouse native-country_Germany -1e-05 1e-05 0.445 0.0122
378 workclass_Federal-gov native-country_Nicaragua -1e-05 1e-05 0.0594 -0.0138
79 CapitalGainPositive native-country_Scotland 0 0 0.266 0.00041
66 CapitalGainPositive native-country_Ireland 0 0 0.266 -0.00206
1754 occupation_? native-country_El-Salvador 0 0 -0.0786 -0.0208

Split data to train and test datasets

In [22]:
TrainDataset, ValidateDataset, TestDataset = mltk.train_validate_test_split(Data, ratios=(0.6,0.2,0.2))
Train Samples: 19536 [60.0%]
Validate Samples: 6512 [20.0%]
Test Samples: 6513 [20.0%]

6. Run classifier algorithms

In [23]:
TrainDataset[FeatureVariables].columns#.values
Out[23]:
Index(['CapitalGainPositive', 'CapitalLossPositive', 'workclass_?',
       'workclass_Federal-gov', 'workclass_Local-gov',
       'workclass_Never-worked', 'workclass_Private', 'workclass_Self-emp-inc',
       'workclass_Self-emp-not-inc', 'workclass_State-gov',
       ...
       'education-numGRP_2_[4,6]', 'education-numGRP_3_[6,8]',
       'education-numGRP_4_[8,10]', 'education-numGRP_5_[10,13]',
       'education-numGRP_6_[13,16)', 'hours-per-weekGRP_1_[0,20]',
       'hours-per-weekGRP_2_[20,40]', 'hours-per-weekGRP_3_[40,50]',
       'hours-per-weekGRP_4_[50,60]', 'hours-per-weekGRP_5_[60,INF)'],
      dtype='object', length=105)
In [24]:
model_variables =[
##'CapitalGainPositive', 
##'CapitalLossPositive', 
##'workclass_?',
'workclass_Federal-gov', 
'workclass_Local-gov',
'workclass_Never-worked', 
'workclass_Private',
'workclass_Self-emp-inc', 
'workclass_Self-emp-not-inc',
'workclass_State-gov', 
##'workclass_Without-pay',
'marital-status_Divorced', 
'marital-status_Married-AF-spouse',
'marital-status_Married-civ-spouse',
'marital-status_Married-spouse-absent',
'marital-status_Never-married', 
'marital-status_Separated',
##'marital-status_Widowed', 
##'occupation_?',
'occupation_Adm-clerical', 
'occupation_Armed-Forces',
'occupation_Craft-repair', 
'occupation_Exec-managerial',
'occupation_Farming-fishing', 
'occupation_Handlers-cleaners',
'occupation_Machine-op-inspct', 
'occupation_Other-service',
'occupation_Priv-house-serv', 
'occupation_Prof-specialty',
'occupation_Protective-serv', 
'occupation_Sales',
'occupation_Tech-support', 
##'occupation_Transport-moving',
'relationship_Husband', 
'relationship_Not-in-family',
'relationship_Other-relative', 
'relationship_Own-child',
'relationship_Unmarried', 
##'relationship_Wife',
'race_Amer-Indian-Eskimo', 
'race_Asian-Pac-Islander', 
'race_Black',
'race_Other', 
##'race_White', 
'sex_Female', 
##'sex_Male',
##'native-country_?', 
#'native-country_Cambodia',
#'native-country_Canada', 
#'native-country_China',
#'native-country_Columbia', 
#'native-country_Cuba',
#'native-country_Dominican-Republic', 
#'native-country_Ecuador',
#'native-country_El-Salvador', 
#'native-country_England',
#'native-country_France', 
#'native-country_Germany',
#'native-country_Greece', 
#'native-country_Guatemala',
#'native-country_Haiti', 
#'native-country_Holand-Netherlands',
#'native-country_Honduras', 
#'native-country_Hong',
#'native-country_Hungary', 
#'native-country_India',
#'native-country_Iran', 
#'native-country_Ireland',
#'native-country_Italy', 
#'native-country_Jamaica',
#'native-country_Japan', 
#'native-country_Laos',
#'native-country_Mexico', 
#'native-country_Nicaragua',
#'native-country_Outlying-US(Guam-USVI-etc)', 
#'native-country_Peru',
#'native-country_Philippines', 
#'native-country_Poland',
#'native-country_Portugal', 
#'native-country_Puerto-Rico',
#'native-country_Scotland', 
#'native-country_South',
#'native-country_Taiwan', 
#'native-country_Thailand',
#'native-country_Trinadad&Tobago', 
##'native-country_United-States',
#'native-country_Vietnam', 
#'native-country_Yugoslavia',
'ageGRP_1_[0,20]', 
'ageGRP_2_[20,30]', 
'ageGRP_3_[30,40]',
'ageGRP_4_[40,50]', 
'ageGRP_5_[50,60]', 
##'ageGRP_6_[60,INF)',
'education-numGRP_1_[1,4]', 
'education-numGRP_2_[4,6]',
'education-numGRP_3_[6,8]', 
'education-numGRP_4_[8,10]',
'education-numGRP_5_[10,13]', 
##'education-numGRP_6_[13,16)',
'hours-per-weekGRP_1_[0,20]', 
'hours-per-weekGRP_2_[20,40]',
'hours-per-weekGRP_3_[40,50]', 
'hours-per-weekGRP_4_[50,60]',
##'hours-per-weekGRP_5_[60,INF)'
]
In [25]:
sample_attributes = {'SampleDescription':'FSC Hosted Clients Dupe Claims 2016-2018',
                    'NumClasses':2,
                    'RecordIdentifiers':['SourceDB', 'UniqueClaimId', 'DupeRpt']
                    }

score_parameters = {'Edges':[0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0],
                   'Quantiles':10,
                   'ScoreVariable':'Probability',
                   'ScoreLabel':'IncomeScore',
                   'QuantileLabel':'Quantile'
                   }

model_attributes = {'ModelID': None,   
                   'ModelName': 'IncomeLevel',
                   'Version':'19.1',
                   }

6.1 Logistic Regression

In [26]:
model_parameters = {'MLAlgorithm':'LGR', # 'RF', # 'DFF', # 'CNN', # 'CATBST', # 'XGBST'
                    'MaxIterations':50}  

LGRModel = mltk.build_ml_model(TrainDataset, ValidateDataset, TestDataset, model_variables, class_variable, 
                 model_attributes, sample_attributes, model_parameters, score_parameters, 
                          return_model_object=True, show_results=False, show_plot=True)
Train samples: 19536 loded...
Validate samples: 6512 loded...
Test samples: 6513 loded...
{'ModelID': 'INCOMELEVELLGR20190701013951', 'ModelName': 'IncomeLevel', 'Version': '19.1', 'BuiltTime': '20190701013951', 'ModelFitTime': -1}
{'MLAlgorithm': 'LGR', 'MaxIterations': 50}
{'SampleDescription': 'FSC Hosted Clients Dupe Claims 2016-2018', 'NumClasses': 2, 'RecordIdentifiers': ['SourceDB', 'UniqueClaimId', 'DupeRpt'], 'TrainSize': 19536, 'ValidateSize': 6512, 'TestSize': 6513, 'TrainValidateTestRatio': '[0.6 0.2 0.2]', 'TrainResponseRate': 0.24032555282555282, 'ValidateResponseRate': 0.2433968058968059, 'TestResponseRate': 0.2396744971595271}
{'Edges': [0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0], 'Quantiles': 10, 'ScoreVariable': 'Probability', 'ScoreLabel': 'IncomeScore', 'QuantileLabel': 'Quantile'}
Warning: Maximum number of iterations has been exceeded.
         Current function value: 0.343977
         Iterations: 50
C:\ProgramData\Anaconda3\lib\site-packages\statsmodels\base\model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
In [27]:
LGRModel.model_attributes['ModelID']
Out[27]:
'INCOMELEVELLGR20190701013951'
In [28]:
LGRModel.model_interpretation['ModelSummary']
Out[28]:
Logit Regression Results
Dep. Variable: y No. Observations: 19536
Model: Logit Df Residuals: 19486
Method: MLE Df Model: 49
Date: Mon, 01 Jul 2019 Pseudo R-squ.: 0.3762
Time: 01:39:55 Log-Likelihood: -6719.9
converged: False LL-Null: -10773.
LLR p-value: 0.000
coef std err z P>|z| [0.025 0.975]
workclass_Federal-gov 0.7918 0.189 4.197 0.000 0.422 1.161
workclass_Local-gov -0.0399 0.170 -0.235 0.814 -0.372 0.293
workclass_Never-worked -11.6801 840.642 -0.014 0.989 -1659.307 1635.947
workclass_Private 0.2161 0.150 1.442 0.149 -0.078 0.510
workclass_Self-emp-inc 0.5378 0.177 3.033 0.002 0.190 0.885
workclass_Self-emp-not-inc -0.1691 0.163 -1.037 0.300 -0.489 0.151
workclass_State-gov -0.0497 0.185 -0.269 0.788 -0.412 0.312
marital-status_Divorced -0.2891 0.170 -1.701 0.089 -0.622 0.044
marital-status_Married-AF-spouse 2.7713 0.619 4.477 0.000 1.558 3.984
marital-status_Married-civ-spouse 2.0026 0.184 10.888 0.000 1.642 2.363
marital-status_Married-spouse-absent -0.4831 0.311 -1.555 0.120 -1.092 0.126
marital-status_Never-married -0.5366 0.173 -3.098 0.002 -0.876 -0.197
marital-status_Separated -0.4483 0.242 -1.849 0.064 -0.924 0.027
occupation_Adm-clerical 0.1199 0.123 0.977 0.328 -0.121 0.360
occupation_Armed-Forces -21.8774 9.65e+04 -0.000 1.000 -1.89e+05 1.89e+05
occupation_Craft-repair 0.1484 0.106 1.403 0.161 -0.059 0.356
occupation_Exec-managerial 0.9790 0.107 9.155 0.000 0.769 1.189
occupation_Farming-fishing -0.7261 0.171 -4.255 0.000 -1.061 -0.392
occupation_Handlers-cleaners -0.6321 0.190 -3.334 0.001 -1.004 -0.261
occupation_Machine-op-inspct -0.2965 0.134 -2.207 0.027 -0.560 -0.033
occupation_Other-service -0.7733 0.156 -4.967 0.000 -1.078 -0.468
occupation_Priv-house-serv -23.3303 5.1e+04 -0.000 1.000 -1e+05 9.99e+04
occupation_Prof-specialty 0.8003 0.114 6.991 0.000 0.576 1.025
occupation_Protective-serv 0.5881 0.163 3.612 0.000 0.269 0.907
occupation_Sales 0.5485 0.111 4.943 0.000 0.331 0.766
occupation_Tech-support 0.6240 0.148 4.210 0.000 0.333 0.914
relationship_Husband -1.2623 0.117 -10.783 0.000 -1.492 -1.033
relationship_Not-in-family -0.5913 0.195 -3.034 0.002 -0.973 -0.209
relationship_Other-relative -1.4072 0.264 -5.321 0.000 -1.926 -0.889
relationship_Own-child -1.6884 0.244 -6.920 0.000 -2.167 -1.210
relationship_Unmarried -0.9018 0.213 -4.235 0.000 -1.319 -0.484
race_Amer-Indian-Eskimo -0.5558 0.269 -2.069 0.039 -1.082 -0.029
race_Asian-Pac-Islander -0.1405 0.124 -1.136 0.256 -0.383 0.102
race_Black -0.1556 0.091 -1.700 0.089 -0.335 0.024
race_Other -0.4233 0.321 -1.319 0.187 -1.052 0.206
sex_Female -0.8209 0.091 -9.046 0.000 -0.999 -0.643
ageGRP_1_[0,20] -44.3735 7.57e+08 -5.86e-08 1.000 -1.48e+09 1.48e+09
ageGRP_2_[20,30] -0.8904 0.106 -8.431 0.000 -1.097 -0.683
ageGRP_3_[30,40] -0.0663 0.093 -0.711 0.477 -0.249 0.116
ageGRP_4_[40,50] 0.3213 0.093 3.455 0.001 0.139 0.504
ageGRP_5_[50,60] 0.4328 0.097 4.481 0.000 0.243 0.622
education-numGRP_1_[1,4] -2.9917 0.207 -14.470 0.000 -3.397 -2.586
education-numGRP_2_[4,6] -2.5253 0.172 -14.674 0.000 -2.863 -2.188
education-numGRP_3_[6,8] -2.0657 0.171 -12.104 0.000 -2.400 -1.731
education-numGRP_4_[8,10] -1.4614 0.080 -18.172 0.000 -1.619 -1.304
education-numGRP_5_[10,13] -0.6697 0.078 -8.621 0.000 -0.822 -0.517
hours-per-weekGRP_1_[0,20] -1.1656 0.150 -7.773 0.000 -1.459 -0.872
hours-per-weekGRP_2_[20,40] -0.4942 0.104 -4.737 0.000 -0.699 -0.290
hours-per-weekGRP_3_[40,50] 0.0399 0.108 0.369 0.712 -0.172 0.252
hours-per-weekGRP_4_[50,60] -0.0588 0.118 -0.500 0.617 -0.289 0.172
In [29]:
LGRModel.model_evaluation['AUC']
Out[29]:
0.8895831759393703
In [30]:
LGRModel.model_evaluation['RobustnessTable']
Out[30]:
minProbability maxProbability meanProbability BucketCount ResponseCount BucketFraction ResponseFraction BucketPrecision CumulativeBucketFraction CumulativeResponseFraction CumulativePrecision
Quantile
1 9.21155e-33 0.00272 0.00041 652 4 0.10011 0.00256 0.00613 1.00000 1.00000 0.23967
2 2.72982e-03 0.01075 0.00643 652 4 0.10011 0.00256 0.00613 0.89989 0.99744 0.26565
3 1.07880e-02 0.02500 0.01746 650 13 0.09980 0.00833 0.02000 0.79979 0.99488 0.29814
4 2.50004e-02 0.05585 0.03878 651 25 0.09995 0.01602 0.03840 0.69998 0.98655 0.33779
5 5.59187e-02 0.11454 0.08193 655 58 0.10057 0.03716 0.08855 0.60003 0.97053 0.38767
6 1.14709e-01 0.20391 0.15529 661 108 0.10149 0.06919 0.16339 0.49946 0.93338 0.44789
7 2.04033e-01 0.31519 0.26115 639 166 0.09811 0.10634 0.25978 0.39797 0.86419 0.52045
8 3.15223e-01 0.46869 0.38952 657 272 0.10088 0.17425 0.41400 0.29986 0.75785 0.60573
9 4.68758e-01 0.67284 0.56236 644 378 0.09888 0.24215 0.58696 0.19899 0.58360 0.70293
10 6.74004e-01 0.94710 0.79010 652 533 0.10011 0.34145 0.81748 0.10011 0.34145 0.81748
DataSet 9.21155e-33 0.94710 0.22992 6513 1561 1.00000 1.00000 0.23967 1.00000 1.00000 0.23967
In [31]:
mltk.save_object(LGRModel, '{}.pkl'.format(LGRModel.get_model_id()))
Saving model to file INCOMELEVELLGR20190701013951.pkl

6.2 Random Forest Classifier

In [32]:
model_parameters = {'MLAlgorithm':'RF', # 'LGR', #  'DFF', # 'CNN', # 'CATBST', # 'XGBST'
                    'NTrees':500,
                   'MaxDepth':50,
                   'MinSamplesToSplit':20,
                   'Processors':2} 

RFModel = mltk.build_ml_model(TrainDataset, ValidateDataset, TestDataset, model_variables, class_variable, 
                 model_attributes, sample_attributes, model_parameters, score_parameters, 
                          return_model_object=True, show_results=False, show_plot=True)
Train samples: 19536 loded...
Validate samples: 6512 loded...
Test samples: 6513 loded...
{'ModelID': 'INCOMELEVELRF20190701013956', 'ModelName': 'IncomeLevel', 'Version': '19.1', 'BuiltTime': '20190701013956', 'ModelFitTime': -1, 'MLTool': 'statsmodels=0.9.0'}
{'MLAlgorithm': 'RF', 'NTrees': 500, 'MaxDepth': 50, 'MinSamplesToSplit': 20, 'Processors': 2}
{'SampleDescription': 'FSC Hosted Clients Dupe Claims 2016-2018', 'NumClasses': 2, 'RecordIdentifiers': ['SourceDB', 'UniqueClaimId', 'DupeRpt'], 'TrainSize': 19536, 'ValidateSize': 6512, 'TestSize': 6513, 'TrainValidateTestRatio': '[0.6 0.2 0.2]', 'TrainResponseRate': 0.24032555282555282, 'ValidateResponseRate': 0.2433968058968059, 'TestResponseRate': 0.2396744971595271}
{'Edges': [0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0], 'Quantiles': 10, 'ScoreVariable': 'Probability', 'ScoreLabel': 'IncomeScore', 'QuantileLabel': 'Quantile'}
[Parallel(n_jobs=2)]: Using backend ThreadingBackend with 2 concurrent workers.
[Parallel(n_jobs=2)]: Done  46 tasks      | elapsed:    0.5s
[Parallel(n_jobs=2)]: Done 196 tasks      | elapsed:    2.4s
[Parallel(n_jobs=2)]: Done 446 tasks      | elapsed:    5.5s
[Parallel(n_jobs=2)]: Done 500 out of 500 | elapsed:    6.1s finished
[Parallel(n_jobs=2)]: Using backend ThreadingBackend with 2 concurrent workers.
[Parallel(n_jobs=2)]: Done  46 tasks      | elapsed:    0.0s
[Parallel(n_jobs=2)]: Done 196 tasks      | elapsed:    0.1s
[Parallel(n_jobs=2)]: Done 446 tasks      | elapsed:    0.3s
[Parallel(n_jobs=2)]: Done 500 out of 500 | elapsed:    0.4s finished
In [33]:
RFModel.model_attributes['ModelID']
Out[33]:
'INCOMELEVELRF20190701013956'
In [34]:
RFModel.model_interpretation['ModelSummary']
Out[34]:
Features Importances stdev
9 marital-status_Married-civ-spouse 1.69450e-01 0.14155
26 relationship_Husband 9.61645e-02 0.11729
16 occupation_Exec-managerial 5.84938e-02 0.02193
22 occupation_Prof-specialty 5.66891e-02 0.02077
11 marital-status_Never-married 5.57733e-02 0.07635
44 education-numGRP_4_[8,10] 4.13961e-02 0.01260
37 ageGRP_2_[20,30] 3.73802e-02 0.02209
45 education-numGRP_5_[10,13] 3.32156e-02 0.01500
35 sex_Female 2.62779e-02 0.02927
29 relationship_Own-child 2.49525e-02 0.03898
27 relationship_Not-in-family 2.32607e-02 0.02924
41 education-numGRP_1_[1,4] 2.05840e-02 0.01121
47 hours-per-weekGRP_2_[20,40] 2.03763e-02 0.00771
48 hours-per-weekGRP_3_[40,50] 1.94122e-02 0.01145
39 ageGRP_4_[40,50] 1.89943e-02 0.00838
5 workclass_Self-emp-not-inc 1.73771e-02 0.00439
42 education-numGRP_2_[4,6] 1.62546e-02 0.01013
40 ageGRP_5_[50,60] 1.55019e-02 0.00512
24 occupation_Sales 1.43485e-02 0.00439
3 workclass_Private 1.40923e-02 0.00316
20 occupation_Other-service 1.40525e-02 0.00844
4 workclass_Self-emp-inc 1.35224e-02 0.00551
46 hours-per-weekGRP_1_[0,20] 1.23623e-02 0.00681
38 ageGRP_3_[30,40] 1.23531e-02 0.00333
7 marital-status_Divorced 1.22387e-02 0.02009
33 race_Black 1.20085e-02 0.00240
30 relationship_Unmarried 1.17558e-02 0.01727
15 occupation_Craft-repair 1.15546e-02 0.00514
43 education-numGRP_3_[6,8] 1.12078e-02 0.00758
49 hours-per-weekGRP_4_[50,60] 1.01545e-02 0.00400
0 workclass_Federal-gov 9.82081e-03 0.00262
17 occupation_Farming-fishing 9.51711e-03 0.00403
32 race_Asian-Pac-Islander 9.40257e-03 0.00190
1 workclass_Local-gov 8.34356e-03 0.00232
25 occupation_Tech-support 8.29221e-03 0.00231
19 occupation_Machine-op-inspct 8.26073e-03 0.00372
13 occupation_Adm-clerical 7.21019e-03 0.00232
18 occupation_Handlers-cleaners 6.93298e-03 0.00280
6 workclass_State-gov 6.16207e-03 0.00181
23 occupation_Protective-serv 4.97582e-03 0.00163
36 ageGRP_1_[0,20] 4.80647e-03 0.01165
31 race_Amer-Indian-Eskimo 4.23242e-03 0.00137
28 relationship_Other-relative 3.22015e-03 0.00274
12 marital-status_Separated 2.62357e-03 0.00391
34 race_Other 2.30993e-03 0.00082
10 marital-status_Married-spouse-absent 1.40274e-03 0.00111
8 marital-status_Married-AF-spouse 1.00583e-03 0.00083
21 occupation_Priv-house-serv 2.61084e-04 0.00030
14 occupation_Armed-Forces 8.49157e-06 0.00005
2 workclass_Never-worked 6.50935e-06 0.00003
In [35]:
RFModel.model_evaluation['AUC']
Out[35]:
0.885251262860165
In [36]:
RFModel.model_evaluation['RobustnessTable']
Out[36]:
minProbability maxProbability meanProbability BucketCount ResponseCount BucketFraction ResponseFraction BucketPrecision CumulativeBucketFraction CumulativeResponseFraction CumulativePrecision
Quantile
1 0.00000 0.00080 0.00010 659 2 0.10118 0.00128 0.00303 1.00000 1.00000 0.23967
2 0.00081 0.00851 0.00373 648 5 0.09949 0.00320 0.00772 0.89882 0.99872 0.26631
3 0.00853 0.02807 0.01720 647 17 0.09934 0.01089 0.02628 0.79932 0.99552 0.29850
4 0.02812 0.06516 0.04411 651 21 0.09995 0.01345 0.03226 0.69998 0.98463 0.33714
5 0.06518 0.12304 0.09312 652 58 0.10011 0.03716 0.08896 0.60003 0.97117 0.38792
6 0.12329 0.21025 0.16803 651 119 0.09995 0.07623 0.18280 0.49992 0.93402 0.44779
7 0.21042 0.31732 0.26328 651 177 0.09995 0.11339 0.27189 0.39997 0.85778 0.51401
8 0.31775 0.46270 0.39809 652 272 0.10011 0.17425 0.41718 0.30002 0.74439 0.59468
9 0.46298 0.66027 0.55420 657 367 0.10088 0.23511 0.55860 0.19991 0.57015 0.68356
10 0.66134 0.96689 0.78875 645 523 0.09903 0.33504 0.81085 0.09903 0.33504 0.81085
DataSet 0.00000 0.96689 0.23280 6513 1561 1.00000 1.00000 0.23967 1.00000 1.00000 0.23967
In [37]:
mltk.save_object(RFModel, '{}.pkl'.format(RFModel.get_model_id()))
Saving model to file INCOMELEVELRF20190701013956.pkl

Forest Model 2

In [38]:
model_parameters = {'MLAlgorithm':'RF', # 'LGR', #  'DFF', # 'CNN', # 'CATBST', # 'XGBST'
                    'NTrees':1000,
                   'MaxDepth':100,
                   'MinSamplesToSplit':20,
                   'Processors':2} 

RFModel2 = mltk.build_ml_model(TrainDataset, ValidateDataset, TestDataset, model_variables, class_variable, 
                 model_attributes, sample_attributes, model_parameters, score_parameters, 
                          return_model_object=True, show_results=False, show_plot=True)
Train samples: 19536 loded...
Validate samples: 6512 loded...
Test samples: 6513 loded...
{'ModelID': 'INCOMELEVELRF20190701014006', 'ModelName': 'IncomeLevel', 'Version': '19.1', 'BuiltTime': '20190701014006', 'ModelFitTime': -1, 'MLTool': 'sklearn=0.21.1'}
{'MLAlgorithm': 'RF', 'NTrees': 1000, 'MaxDepth': 100, 'MinSamplesToSplit': 20, 'Processors': 2}
{'SampleDescription': 'FSC Hosted Clients Dupe Claims 2016-2018', 'NumClasses': 2, 'RecordIdentifiers': ['SourceDB', 'UniqueClaimId', 'DupeRpt'], 'TrainSize': 19536, 'ValidateSize': 6512, 'TestSize': 6513, 'TrainValidateTestRatio': '[0.6 0.2 0.2]', 'TrainResponseRate': 0.24032555282555282, 'ValidateResponseRate': 0.2433968058968059, 'TestResponseRate': 0.2396744971595271}
{'Edges': [0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0], 'Quantiles': 10, 'ScoreVariable': 'Probability', 'ScoreLabel': 'IncomeScore', 'QuantileLabel': 'Quantile'}
[Parallel(n_jobs=2)]: Using backend ThreadingBackend with 2 concurrent workers.
[Parallel(n_jobs=2)]: Done  46 tasks      | elapsed:    0.3s
[Parallel(n_jobs=2)]: Done 196 tasks      | elapsed:    1.9s
[Parallel(n_jobs=2)]: Done 446 tasks      | elapsed:    4.7s
[Parallel(n_jobs=2)]: Done 796 tasks      | elapsed:    9.2s
[Parallel(n_jobs=2)]: Done 1000 out of 1000 | elapsed:   11.5s finished
[Parallel(n_jobs=2)]: Using backend ThreadingBackend with 2 concurrent workers.
[Parallel(n_jobs=2)]: Done  46 tasks      | elapsed:    0.0s
[Parallel(n_jobs=2)]: Done 196 tasks      | elapsed:    0.1s
[Parallel(n_jobs=2)]: Done 446 tasks      | elapsed:    0.4s
[Parallel(n_jobs=2)]: Done 796 tasks      | elapsed:    0.7s
[Parallel(n_jobs=2)]: Done 1000 out of 1000 | elapsed:    1.0s finished
In [39]:
RFModel2.model_attributes['ModelID']
Out[39]:
'INCOMELEVELRF20190701014006'
In [40]:
RFModel2.model_interpretation['ModelSummary']
Out[40]:
Features Importances stdev
9 marital-status_Married-civ-spouse 1.69256e-01 0.13900
26 relationship_Husband 1.02204e-01 0.12037
16 occupation_Exec-managerial 5.93830e-02 0.02331
22 occupation_Prof-specialty 5.83374e-02 0.02047
11 marital-status_Never-married 5.42794e-02 0.07591
44 education-numGRP_4_[8,10] 4.07250e-02 0.01300
37 ageGRP_2_[20,30] 3.73260e-02 0.02177
45 education-numGRP_5_[10,13] 3.39133e-02 0.01529
35 sex_Female 2.39895e-02 0.02665
29 relationship_Own-child 2.31881e-02 0.03646
27 relationship_Not-in-family 2.30290e-02 0.02945
47 hours-per-weekGRP_2_[20,40] 2.07210e-02 0.00798
41 education-numGRP_1_[1,4] 2.00951e-02 0.01078
39 ageGRP_4_[40,50] 1.95612e-02 0.01014
48 hours-per-weekGRP_3_[40,50] 1.85941e-02 0.01104
5 workclass_Self-emp-not-inc 1.73600e-02 0.00423
42 education-numGRP_2_[4,6] 1.55796e-02 0.00898
40 ageGRP_5_[50,60] 1.54352e-02 0.00521
24 occupation_Sales 1.48033e-02 0.00441
3 workclass_Private 1.42616e-02 0.00301
4 workclass_Self-emp-inc 1.34643e-02 0.00536
20 occupation_Other-service 1.33695e-02 0.00721
38 ageGRP_3_[30,40] 1.24766e-02 0.00325
46 hours-per-weekGRP_1_[0,20] 1.22679e-02 0.00524
7 marital-status_Divorced 1.20783e-02 0.02022
33 race_Black 1.18879e-02 0.00258
15 occupation_Craft-repair 1.16262e-02 0.00494
30 relationship_Unmarried 1.09542e-02 0.01676
43 education-numGRP_3_[6,8] 1.07842e-02 0.00673
49 hours-per-weekGRP_4_[50,60] 1.03606e-02 0.00402
0 workclass_Federal-gov 9.71685e-03 0.00247
17 occupation_Farming-fishing 9.59670e-03 0.00383
32 race_Asian-Pac-Islander 9.26735e-03 0.00208
19 occupation_Machine-op-inspct 8.26551e-03 0.00371
25 occupation_Tech-support 8.25136e-03 0.00229
1 workclass_Local-gov 8.06305e-03 0.00223
13 occupation_Adm-clerical 7.34436e-03 0.00213
18 occupation_Handlers-cleaners 6.82396e-03 0.00283
6 workclass_State-gov 6.03225e-03 0.00178
36 ageGRP_1_[0,20] 5.33557e-03 0.01259
23 occupation_Protective-serv 4.97007e-03 0.00165
31 race_Amer-Indian-Eskimo 4.09912e-03 0.00132
28 relationship_Other-relative 3.21508e-03 0.00320
12 marital-status_Separated 2.69939e-03 0.00390
34 race_Other 2.35407e-03 0.00085
10 marital-status_Married-spouse-absent 1.38566e-03 0.00116
8 marital-status_Married-AF-spouse 9.76548e-04 0.00084
21 occupation_Priv-house-serv 2.79780e-04 0.00030
2 workclass_Never-worked 6.53121e-06 0.00003
14 occupation_Armed-Forces 5.41402e-06 0.00004
In [41]:
RFModel2.model_evaluation['AUC']
Out[41]:
0.8851455717359424
In [42]:
RFModel2.model_evaluation['RobustnessTable']
Out[42]:
minProbability maxProbability meanProbability BucketCount ResponseCount BucketFraction ResponseFraction BucketPrecision CumulativeBucketFraction CumulativeResponseFraction CumulativePrecision
Quantile
1 0.00000 0.00068 0.00010 660 2 0.10134 0.00128 0.00303 1.00000 1.00000 0.23967
2 0.00068 0.00834 0.00365 643 5 0.09873 0.00320 0.00778 0.89866 0.99872 0.26636
3 0.00837 0.02880 0.01706 652 19 0.10011 0.01217 0.02914 0.79994 0.99552 0.29827
4 0.02881 0.06601 0.04459 650 19 0.09980 0.01217 0.02923 0.69983 0.98334 0.33677
5 0.06607 0.12219 0.09303 652 57 0.10011 0.03652 0.08742 0.60003 0.97117 0.38792
6 0.12244 0.21052 0.16936 651 118 0.09995 0.07559 0.18126 0.49992 0.93466 0.44810
7 0.21179 0.32056 0.26413 651 178 0.09995 0.11403 0.27343 0.39997 0.85906 0.51478
8 0.32062 0.46321 0.39686 651 266 0.09995 0.17040 0.40860 0.30002 0.74504 0.59519
9 0.46365 0.65910 0.55404 657 374 0.10088 0.23959 0.56925 0.20006 0.57463 0.68841
10 0.65961 0.96856 0.78807 646 523 0.09919 0.33504 0.80960 0.09919 0.33504 0.80960
DataSet 0.00000 0.96856 0.23289 6513 1561 1.00000 1.00000 0.23967 1.00000 1.00000 0.23967

Model Comparison

ROC Curve

True Positive Rate (TPR) vs.False Positive Rate (FPR)

References

In [43]:
%matplotlib auto
#%matplotlib notebook
Using matplotlib backend: Qt5Agg
In [44]:
LGRModel.plot_eval_matrics(comparison=True)
RFModel.plot_eval_matrics(comparison=True)
RFModel2.plot_eval_matrics(comparison=True)

7. Score

In [45]:
TestDataset = mltk.score_dataset(TestDataset, RFModel, edges=None, score_label=None, fill_missing=0)
[Parallel(n_jobs=2)]: Using backend ThreadingBackend with 2 concurrent workers.
[Parallel(n_jobs=2)]: Done  46 tasks      | elapsed:    0.0s
[Parallel(n_jobs=2)]: Done 196 tasks      | elapsed:    0.1s
[Parallel(n_jobs=2)]: Done 446 tasks      | elapsed:    0.3s
[Parallel(n_jobs=2)]: Done 500 out of 500 | elapsed:    0.3s finished
In [46]:
%matplotlib inline
In [47]:
score_variable = RFModel.get_score_variable()
score_label = RFModel.get_score_label()
Robustnesstable = mltk.robustness_table(ResultsSet=TestDataset, class_variable=class_variable, score_variable=score_variable,  score_label=score_label, show_plot=True)

Generate Predicted Value (Score)

Confusion Matrix [actual, predicted]

Confusion Matrix Terms

For a Binary Classifier

  • TN= CF[0,0], FP= CF[0,1], FN= CF[1,0], TP= CF[1,1]
  • Accuracy (ACC) = (TP+TN)/TOTAL
  • Hit Rate, Sensitivity, Recall or True Positive Rate (TPR) = TP/(TP+FN)
  • False Positive Rate (FPR) = FP/(FP+TN)
  • Specificity or True Negative Rate (TNR) = TN/(FP+TN)
  • Miss Rate or False Negative rate (FNR) = FN/(FN+TP)
  • Positive Predictive Value or Precision (PPV) = TP/(TP+FP)
  • Harmonic Mean of Precision and Sensitivity or F1 score (F1) = 2TP/(2TP+FP+FN)

For a Multi-class Classifier

  • TPS = Diagonal(CF)
  • SUCCESS = Sum(TPS)
  • Sum of Actual Conditions (ASUM) = RowSum(CF)
  • Sum of Predicted conditions (PSUM) = ColumnsSum(CF)
  • Positive Predictive Value or Precision for Class i (PPV[i]) = TPS[i]/PSUM
  • Hit Rate, Sensitivity, Recall or True Positive Rate for Class i (TPR[i]) = TPS[i]/ASUM
References:
In [48]:
threshold = 0.7
TestDataset['Predicted'] = np.where(TestDataset[score_variable]>threshold,1,0)
ConfusionMatrix = mltk.confusion_matrix(actual_variable=TestDataset[class_variable], predcted_variable=TestDataset['Predicted'], labels=[0,1], sample_weight=None, totals=True)
ConfusionMatrix.style.background_gradient(cmap='coolwarm').set_precision(3)
Out[48]:
Predicted Total
0 1
Actual 0 4861 91 4952
1 1136 425 1561
Total 5997 516 6513
In [49]:
threshold = 0.8
TestDataset['Predicted'] = np.where(TestDataset[score_variable]>threshold,1,0)
ConfusionMatrix = mltk.confusion_matrix(actual_variable=TestDataset[class_variable], predcted_variable=TestDataset['Predicted'], labels=[0,1], sample_weight=None, totals=True)
ConfusionMatrix.style.background_gradient(cmap='coolwarm').set_precision(3)
Out[49]:
Predicted Total
0 1
Actual 0 4903 49 4952
1 1317 244 1561
Total 6220 293 6513
In [50]:
ConfusionMatrixRow = mltk.confusion_matrix_to_row(ConfusionMatrix, ModelID=RFModel.model_attributes['ModelID'])
ConfusionMatrixRow 
Out[50]:
ModelID TN FP FN TP TOTAL P1 P0 A1 A0 TPR TNR FPR FNR PPV ACC F1
0 INCOMELEVELRF20190701013956 4903 49 1317 244 6513 293 6220 1561 4952 0.15631 0.99011 0.00989 0.84369 0.83276 0.79027 0.26321
In [51]:
Models = [LGRModel, RFModel, RFModel2]
threshold=0.8
ConfusionMatrixComparison = mltk.confusion_matrix_comparison(TestDataset, Models, score_variable, threshold)
ConfusionMatrixComparison.style.background_gradient(cmap='coolwarm').set_precision(3)
[Parallel(n_jobs=2)]: Using backend ThreadingBackend with 2 concurrent workers.
[Parallel(n_jobs=2)]: Done  46 tasks      | elapsed:    0.0s
[Parallel(n_jobs=2)]: Done 196 tasks      | elapsed:    0.1s
[Parallel(n_jobs=2)]: Done 446 tasks      | elapsed:    0.3s
[Parallel(n_jobs=2)]: Done 500 out of 500 | elapsed:    0.3s finished
[Parallel(n_jobs=2)]: Using backend ThreadingBackend with 2 concurrent workers.
[Parallel(n_jobs=2)]: Done  46 tasks      | elapsed:    0.0s
[Parallel(n_jobs=2)]: Done 196 tasks      | elapsed:    0.1s
[Parallel(n_jobs=2)]: Done 446 tasks      | elapsed:    0.3s
[Parallel(n_jobs=2)]: Done 796 tasks      | elapsed:    0.5s
[Parallel(n_jobs=2)]: Done 1000 out of 1000 | elapsed:    0.7s finished
Out[51]:
ModelID TN FP FN TP TOTAL P1 P0 A1 A0 TPR TNR FPR FNR PPV ACC F1
0 INCOMELEVELLGR20190701013951_0.8 4921 31 1304 257 6513 288 6225 1561 4952 0.165 0.994 0.00626 0.835 0.892 0.795 0.278
1 INCOMELEVELRF20190701013956_0.8 4903 49 1317 244 6513 293 6220 1561 4952 0.156 0.99 0.00989 0.844 0.833 0.79 0.263
2 INCOMELEVELRF20190701014006_0.8 4912 40 1330 231 6513 271 6242 1561 4952 0.148 0.992 0.00808 0.852 0.852 0.79 0.252

This notebook and related materials were developed by Sumudu Tennakoon to demostrate the MLToolkit python library and its interoperability with the standared Python data analysis and machine learning packages (e.g. Pandas, Sci-kitlearn, Statsmodel, etc.) Create Date: July 01, 2018; Last Update: July 01, 2019. Apache License, Version 2.0 (http://www.apache.org/licenses/LICENSE-2.0)

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